{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from itertools import combinations\n",
    "import numpy as np\n",
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## algorithm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def k_cliques(graph):\n",
    "    # 2-cliques\n",
    "    cliques = [{i, j} for i, j in graph.edges() if i != j]\n",
    "    k = 2\n",
    "    \n",
    "    while cliques:\n",
    "        # result\n",
    "        yield k, cliques\n",
    "        \n",
    "        # merge k-cliques into (k+1)-cliques\n",
    "        cliques_1 = set()\n",
    "        for u, v in combinations(cliques, 2):\n",
    "            w = u ^ v\n",
    "            if len(w) == 2 and graph.has_edge(*w):\n",
    "                cliques_1.add(tuple(u | w))\n",
    "\n",
    "        # remove duplicates\n",
    "        cliques = list(map(set, cliques_1))\n",
    "        k += 1        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def print_cliques(graph):\n",
    "    for k, cliques in k_cliques(graph):\n",
    "        print('%d-cliques: #%d, %s ...' % (k, len(cliques), cliques[:3]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## graph #1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nodes = 6\n",
    "graph = nx.Graph()\n",
    "graph.add_nodes_from(range(nodes))\n",
    "graph.add_edges_from(combinations(range(nodes), 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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5nXMG4+3Yzsja2pqFCxfi5ubG5cuXjTq2sUnvaCHSSHIWRdqIESNo0qQJ7dq1M/m9cjtz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\nB8AeLjzcBUDuAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10cf56e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "nx.draw_networkx(graph)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2-cliques: #15, [{0, 1}, {0, 2}, {0, 3}] ...\n",
      "3-cliques: #20, [{2, 3, 5}, {3, 4, 5}, {0, 3, 4}] ...\n",
      "4-cliques: #15, [{0, 1, 3, 5}, {0, 1, 2, 3}, {0, 1, 3, 4}] ...\n",
      "5-cliques: #6, [{1, 2, 3, 4, 5}, {0, 1, 3, 4, 5}, {0, 1, 2, 3, 5}] ...\n",
      "6-cliques: #1, [{0, 1, 2, 3, 4, 5}] ...\n"
     ]
    }
   ],
   "source": [
    "print_cliques(graph)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## graph #2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nodes, edges = 10, 50\n",
    "graph = nx.Graph()\n",
    "graph.add_nodes_from(range(nodes))\n",
    "graph.add_edges_from(np.random.randint(0, nodes, (edges, 2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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UrVuX2bNn2x0lQZ5++mk2bdpEjRo18PT0ZNGiRXZHEhEREblHhXEK4+fnx8SJE1PsPsEZ\nM2bkvffeY9GiRQwdOpQ+ffoQGRlpdywRERERFcYpTYMGDYiKiuKXX36xO0qi1KxZk7CwMGJiYvDw\n8GDbtm12RxIREZE0ToVxCpMuXboUtXXbw2TLlo3p06czevRoXnzxRd5///1kfYiJiIiIpG4qjFOg\nHj16sGLFCs6fTx0nb7dr147Q0FA2bdpEvXr1OHr0qN2RREREJA1SYZwC5cqVi7Zt2zJ16lS7ozhM\noUKFWL16Ne3bt6dGjRrMmDEjxc6jFhERkZRJ27WlUKGhobRq1Yrjx4+TPn16u+M41J49e+jcuTOl\nS5dm8uTJ5M6d2+5IIiIikoJpu7ZUrnLlyhQqVIjly5fbHcXhKlSowI4dO3Bzc6NSpUqsXbvW7kgi\nIiKSBqgwTsH8/Pzw9/e3O4ZTuLi48MUXXzBjxgx69erF4MGDuXHjht2xREREJBVTYZyCtWvXjrCw\nMA4dOmR3FKdp1KgRu3fv5tSpU1SrVo09e/bYHUlERERSKRXGKZiLiwsvv/wykyZNsjuKU+XOnZvv\nv/+e119/nfr16zN27FhiYmLsjiUiIiKpjBbfpXAnTpzAy8uLiIgIXF1d7Y7jdEePHqVbt2488cQT\nzJw5k0KFCtkdSURERJI5Lb5LI4oVK0atWrWYM2eO3VGSRMmSJdm4cSN169alcuXKLFiwwO5IIiIi\nkkqoME4F/joJL63s+5shQwbeffddlixZwltvvUWvXr24du2a3bFEREQkhVNhnAo0btyYP/74g23b\nttkdJUnVqFGDsLAw0qdPj4eHB1u2bLE7koiIiKRgKoxTgXTp0uHj48PEiRPtjpLksmbNytSpU/ns\ns89o06YNI0eO5Pbt23bHEhERkRRIhXEq0atXL5YvX86FCxfsjmKL1q1bExoaytatW6lbty5Hjhyx\nO5KIiIikMCqMU4knn3yS1q1bM23aNLuj2KZgwYKsXLmSzp07U7NmTaZNm5Zm5l2LiIhI4qkwTkX8\n/PyYNGkSd+7csTuKbdKlS8err77K+vXrGTduHG3btuXixYt2xxIREZEUQIVxKlKlShXy58/PihUr\n7I5iu/Lly7N9+3ZKliyJh4cHa9assTuSiIiIJHMqjFMZPz8//P397Y6RLGTOnJlPP/2UWbNm0bt3\nbwYNGkRUVJTdsURERCSZUmGcynTo0IGQkBAtPrtP/fr12b17N2fPnqVq1ars3r3b7kgiIiKSDKkw\nTmVcXFzo1asXkyZNsjtKsvLkk08yd+5c3nzzTRo2bMjnn39OTEyM3bFEREQkGbHsWrXv5eVlQkJC\nbLl3anfs2DGqVatGREQErq6udsdJdo4fP063bt3InDkz33zzDYULF7Y7koiIiDiRZVk7jTFej2qn\nEeNUqESJElSvXp3vvvvO7ijJUvHixVm/fj3169enSpUqfP/993ZHEhERkWRAhXEqpUV4D5chQwZG\njBjB8uXLGTFiBD169OCPP/6wO5aIiIjYSIVxKtWkSRMuXbrE9u3b7Y6SrFWtWpVdu3bh4uKCh4cH\nP//8s92RRERExCYqjFOp9OnT4+Pjo1HjeHjiiSeYPHkyY8eOpW3btrzzzjvcvn3b7lgiIiKSxFQY\np2K9evViyZIlOvktnlq2bElYWBghISHUrl2bQ4cO2R1JREREkpAK41QsT548tGzZkhkzZtgdJcUo\nUKAAK1asoHv37tSqVYspU6Zg184tIiIikrRUGKdyvr6+BAQEcOfOHbujpBiWZTFgwAA2btxIQEAA\nrVq14sKFC3bHEhERESdTYZzKVatWjdy5c7N69Wq7o6Q45cqVY+vWrZQpU4ZKlSqxcuVKuyOJiIiI\nE+mAjzRgxowZzJ8/nx9++MHuKCnWTz/9RI8ePWjZsiVjxowhS5YsdkcSkdTs/HmYORPCw+HqVciR\nAypWhF69IG9eu9OJpDjxPeBDhXEaEBUVhZubG9u2baNEiRJ2x0mxLl++jK+vL7t372b27Nl4enra\nHUlEUpsdO2DUKPjrCdWNG//7LEsWMAaaNYNhw6BqVXsyiqRAOvlO7smSJQs9evRg0qRJdkdJ0XLl\nysW3337LiBEjaNy4MWPGjNHcbRFxnIAA8PaGxYtjC+L7i2KAqKjY9xYvjm0XEGBHSpFUTYVxGuHj\n48OMGTOIioqyO0qKZlkWXbp0YceOHSxfvpyGDRsSERFhdywRSekCAmDoULh+PXZU+D6HAReg619v\nGBPbbuhQFcciDqbCOI0oWbIkXl5ezJs3z+4oqUKxYsX46aefaNy4MV5eXsydO9fuSCKSUu3Y8b+i\nOA5+QJyTJv4qjjUtUcRhVBinIX5+fjoJz4HSp0/PsGHDWLFiBSNHjqRr165cvXrV7lgiktKMGhU7\nTSIOc4GcQIMHXRsVFXu9iDiECuM0pFmzZpw7dw4tenQsLy8vQkNDyZYtG5UqVWLjxo12RxKRlOL8\n+diFdnEshP8DeBf44mHXGwMrVoD2WhdxCBXGaUj69Onx8fHRqLETPPHEEwQEBDBhwgQ6duzI8OHD\nuXXrlt2xRCS5mznzgR+9A/QGCj+qD8t6aD8iEn8qjNOYl19+mYULF3Lp0iW7o6RKL7zwAmFhYYSH\nh1OrVi0OHjxodyQRSc7Cw/+9+wQQBvwIDI5PH1FRsGePg4OJpE0qjNOYvHnz0qJFC2ZqdMFp8ufP\nz7Jly+jduzd16tRh0qRJ2LVfuIgkcw9Yl7AeOAG4AQWAz4AFQOUH9XP5ssOjiaRFKozTID8/PwIC\nAoiJibE7SqplWRY+Pj5s3ryZr7/+mhdffJHz58/bHUtEkpscOeJ8ux9wlNiR4zDgFaA5sPoB3Ry+\neJETJ044IaBI2qLCOA2qXr062bNnZ82aNXZHSfXKlCnDL7/8QoUKFfDw8NCx3CJyT1RUFNtv3uSG\nZf3rM1diR4r/emUldi/juA6Djs6YkW1RUVSvXp2SJUvSt29f5syZw9mzZ50ZXyRVUmGcBlmWhZ+f\nHxMnTrQ7SpqQKVMmPv74Y+bOnYufnx++vr5cf8B+pSKS+kVERPD222/j5ubGl5cvkzFDhkde8x4Q\n9IDPMqRPT9e1azl79ixLly6lYsWKzJs3j7Jly1K+fHkGDhzIokWL+P333x35bYikSiqM06iXXnqJ\nX375RY/eklC9evUICwvjjz/+oEqVKoSGhtodSUSSiDGG9evX07ZtWzw9Pblx4wZbtmzh2x9/JP0L\nL8TuLJEQlgXPPw9582JZ1t8K4YsXLzJr1iyKFCnC5MmTKVq0KFWqVOGNN95g1apVREZGOvabFEkF\nLLsWBXl5eRntp2uv119/ncyZMzNKm8MnuTlz5jBo0CBef/113njjDdKnT293JBFxguvXrzN79mzG\njx/P7du3GTBgAN27dydbtmz/a7RjB3h7P/Dku4dydYUNG8DL65FNb926xfbt2wkODiY4OJiQkBA8\nPDyoX78+9evXp0aNGri4uDx+BpEUwLKsncaYR/5DUWGchh0+fJg6depw8uRJ/TC0QUREBN27d8cY\nw6xZsyhatKjdkUTEQU6cOIG/vz8zZsygRo0avPrqqzRs2BDrQSPDAQEPPRY6Tq6u8Nln4OOToIzX\nr19ny5YtrFu3juDgYPbv30/16tXvFcpeXl5kiMc0D5GUIL6FsaZSpGGlSpXCw8OD+fPn2x0lTXJz\nc2PdunU0b96cqlWr8u2339odSUQSwRhDcHAwrVu3pkqVKkRHR7N161aWLVtGo0aNHlwUA/j4sL93\nb/4EzKOmVVhWootiAFdXVxo2bMioUaPYtm0bp0+fZtCgQVy4cIH+/fuTJ08eWrRowdixY9m9e7d2\nMpI0QSPGadySJUsYPXo0v/zyi91R0rTQ0FC6dOmCp6cn/v7+5MyZ0+5IIhJPf/75J0FBQYwfP56Y\nmBgGDhxIt27dyJo1a7z7MMZQuHBhXixYkAA3N+4sW0b0nTtkvq8YvZkuHRnSpyd9ixYwbFi8pk8k\nxoULF1i/fj3BwcGsW7eO33//neeee+7eiLK7u/vDi32RZERTKSRe7ty5Q4kSJVi0aBGVKz9w63hJ\nAtevX+fNN99k2bJlzJo1i2effdbuSCLyEMePH2fixInMnDmT2rVrM3DgQBo0aJCgYnHSpEkMGDCA\niIgIChYsyKdvvskzISE0K1w49vCOXLnYcfMmE65d45sVK5zw3TzaqVOn+Omnn+4VyjExMdSvX58G\nDRpQv3593NzcbMklEh8qjCXePv74Y44dO8bUqVPtjiLAihUr6NOnD927d+f9998nU6ZMdkcSkbv+\nmi4xbtw4fv75Z3r27Imvry8lSpRIcJ+3bt0id+7ctGzZkqCg2E3Z2rZtS4cOHejYseO9dleuXMHN\nzY1Tp06R4wEHgyQVYwxHjx69t5AvODiY7Nmz3xtNfu6558ifP7+tGUXup8JY4u38+fOULl2aY8eO\nkStXLrvjCLH/n/Tp04fTp08ze/ZsypYta3ckkTQtMjKSwMBAJkyYgGVZDBw4kK5du/LEE08kuu83\n3niDcePGceHCBbJnzw7ErgFZsmQJ5cqV+1vbli1b0rZtW7p3757o+zqSMYZ9+/bdW8i3YcMGChcu\nfK9Q9vb21hQxsZUW30m85cuXj+eff56ZM2faHUXuypcvH0uWLOGVV16hXr16TJw4Ebt+iRVJy44e\nPcrrr79O0aJFWbNmDePHj2fPnj3079/fIUXx77//zrhx43j99dfvFcV//vknZ86cwd3d/V/tO3bs\nyNy5cxN9X0ezLItnnnmGQYMGsWTJEi5evMiMGTMoVKgQAQEBFClShKpVq/LWW2+xevVq/vzzT7sj\ni8RJI8YCwJYtW+jZsycHDx4kXTr9vpScHDp0iC5dupAvXz6mT5+ux5MiTmaM4ccff2TcuHH88ssv\nvPzyy/j6+lKsWDGH36tDhw6sWrWKCxcukDlzZgC2b9/OK6+8EuchQJGRkRQqVIhjx46RO3duh+dx\nlps3b97bQ3ndunWEhobi6en5tz2U//r+RZxBI8byWGrWrImrqys//vij3VHkH9zd3dmyZQuenp54\neHiwbNkyuyOJpEqRkZH4+/tTrlw5hgwZwosvvkhERARjxoxxSlF8+PBhFi1axOjRo/9WFIaHh1Oh\nQoU4r8maNStNmjRh4cKFDs/jTJkzZ6Zu3bqMHDmSjRs3cu7cOd555x1u3rzJG2+8QZ48eWjUqBGj\nR49m+/btREdH2x1Z0iiNGMs9X3/9NT/88AOLFy+2O4o8wKZNm+jevTtNmjTh888/d8ijXJG07siR\nI0yYMIHAwEC8vb0ZOHAgzz77rNO3IqtZsyYnTpzgzJkzf3tSN2jQINzc3BgyZEic1y1YsAB/f3/W\nrVvn1HxJ6cqVK2zcuPHeQr6IiAjq1at3b0T5mWee0dNMSRSNGMtj69y5M5s2bSIiIsLuKPIAdevW\nJSwsjOvXr1O5cmX0y6VIwsTExLB69WqaN29OzZo1cXFxITQ0lAULFuDt7e30ojg4OJidO3cSEBDw\nr4LvYSPGAM8//zw7d+7k7NmzTs2YlHLmzMmLL77Il19+SXh4+L0pZAcOHKBt27bkz5+fDh06MHny\nZA4fPqw1F+I0GjGWvxk0aBBZs2blo48+sjuKPMJ3333HwIEDGTRoEG+//Tbp06e3O5JIsnft2jW+\n+eYbxo8fT5YsWRg4cCCdO3cmS5YsSZYhJiaGkiVL4uLiwv79+/9WhBtjyJs3L3v37qVAgQIP7KNr\n167UqFGDAQMGJEVk20VERPxtD2XLsu6NJtevX58iRYrYHVGSOW3XJgny66+/Uq9ePSIiIrQQIgU4\ndeoUPXr04NatWwQGBlK8eHG7I4kkS4cPH743XaJBgwYMHDiQunXr2nJy24wZM+jfvz/r16+nVq1a\nf/vsv//9Lx4eHpw7d+6h2ZYvX87o0aPZvHmzs+MmO8YYjhw5cq9I/umnn8iZM+ff9lDOly+f3TEl\nmdFUCkmQ0qVLU6FCBRYsWGB3FImHIkWK8OOPP9KqVSuqVatGYGCgHjGK3BUTE8PKlSt5/vnnqV27\nNk888QS7d+/m+++/p169erYUxVFRUbz++uvUrFnzX0Ux/G8axaOyNW7cmAMHDnDq1ClnRU22LMui\nVKlS9O9q+prmAAAgAElEQVTfn3nz5nHu3DkWLFhA2bJlmT17Nu7u7lSoUIHXXnuNpUuXcuXKFbsj\nSwqiwlj+xc/Pj4kTJ9odQ+IpXbp0DB06lLVr1zJ69Gg6derE5cuX7Y4lYps//viDcePGUaZMGYYP\nH0779u05efIkH3/8se2P3EeNGkVUVBSTJk2K8/M9e/ZQsWLFR/aTKVMmWrVqxbx58xwdMcVJly4d\nFStWvFcIX7x4kWnTplGgQAEmTJhAkSJFqFatGm+//TZr1qzRHsryUCqM5V9atGhBREQEYWFhdkeR\nx+Dh4UFISAj58+enUqVKBAcH2x1JJEn9+uuvDBw4kGLFivHzzz8zffp0QkND6dWrV5LOIX6Q8+fP\n8+mnn9KyZcsHnmYZHh4er8IYoFOnTsnysA+7ZciQ4W+F8MWLF/n000/JnDkzH3zwAfnz56devXr8\n5z//YdOmTdy6dcvuyJKMaI6xxOnDDz8kIiKCKVOm2B1FEmDVqlX07t2bzp078+GHH2q+uKRaf02X\nGDduHGFhYfTt25dXXnmFwoUL2x3tX7p168b8+fM5cuQIhQoVirNNpUqVmDZtGl5ej5wKSXR0NIUK\nFWLLli2ULFnS0XFTrcjISH7++ed7W8MdPHiQWrVq3ZujXLlyZS1mToW0+E4S5ezZs5QtW5bjx4/r\nfPsU6sKFC/Tt25cTJ04we/Zsypcvb3ckEYe5evUqM2bMYMKECeTIkYNXX32Vjh074uLiYne0OO3b\ntw8vLy/69u3LuHHj4mxz+/ZtsmfPzqVLl3B1dY1Xv76+vhQuXJjhw4c7Mm6acvnyZTZu3Mi6desI\nDg7mzJkz9/ZQbtCgAeXLl7dlPro4lhbfSaIUKFCApk2b8s0339gdRRIob968LFq0iAEDBuDt7c34\n8eO1ME9SvAMHDuDn50exYsXYunUrs2bNIiQkhB49eiTbohjAx8eH9OnT85///OeBbX799VeKFi0a\n76IYYqdTfPfdd46ImGblypWLli1bMm7cOPbu3cvBgwd56aWX2LdvH61ataJAgQJ06tSJKVOmcOTI\nEf0cTeVUGMsD+fr64u/vrx8CKZhlWfTp04ctW7YQFBTE888/z2+//WZ3LJHHcufOHZYtW0bjxo3x\n9vbmySefZO/evcydO5datWol+9G8tWvXEhoayvDhw8mVK9cD2z3qYI+41KlTh4sXL7J///7ExpS7\n8ufP/7dCePv27TRt2pTNmzfz7LPPUrRoUXr27MmsWbM4ffq03XHFwVQYywPVqVOHzJkzaxFXKlCq\nVCk2b95M1apV8fT0ZMmSJXZHEnmkK1eu8MUXX+Du7s77779Pt27diIiI4IMPPnjgHN3k5s6dO/j4\n+ODi4sLgwYMf2ja+O1LcL126dHTo0EGjxk70z0J47dq1VK9enWXLluHh4YG7uzs+Pj58//33XLhw\nwe64kkgqjOWBLMvC19dXW7elEhkzZuT9999n4cKFDB48mL59+xIZGWl3LJF/2b9/Pz4+PhQvXpyQ\nkBBmz57N9u3b6datW4pbSDpjxgwuXrzI6NGjH7kzRkJGjOF/0yn0dM/5LMuidOnS9wrh8+fP8/33\n3+Pu7s6sWbN4+umnqVSpEoMHD2bZsmVcvXrV7sjymLT4Th4qMjISNzc3wsPDk+Uqb0mYP/74g0GD\nBvHzzz8TFBREtWrV7I4kadydO3dYvnw548ePZ+/evfTv35/+/ftTsGBBu6MlWGRkJEWLFiV79uwc\nPnyYDBkyPLS9m5sb69evp0SJEo91H2MMJUqUYNGiRXh4eCQmsiRSdHQ0ISEh93a82LZtG+XKlbu3\n40Xt2rUfaw65OI52pRCHGThwIDlz5uSDDz6wO4o42Pz58/Hz82PAgAEMGzbskf/hFnG0y5cvM23a\nNCZOnEi+fPkYOHAg7du3T3Ejw3F59913mTBhAtOmTaN169YPbXv58mXc3Ny4evUq6dI9/sPct99+\nG4DRo0cnKKs4x40bN9i6deu9QjksLAwvL697hXK1atXIlCmT3THTBBXG4jAHDhygfv36nDx5Uv+A\nU6EzZ87Qo0cPoqKiCAwMfOzRKpGE2Lt3L+PHj2fevHk0b96cgQMHUr16dbtjOczp06cpU6YM7u7u\n7Ny585ELBDdu3Mhbb73FL7/8kqD77dq1izZt2nDs2LFkvxgxLYuMjGTz5s33CuVDhw79bQ9lT0/P\npNlD+fx5mDkTwsPh6lXIkQMqVoRevSBvXuff3wbark0cpmzZspQtW5aFCxfaHUWcoFChQqxZs4Z2\n7dpRvXp1vvnmG81VFKe4c+cOixYton79+jRu3JiCBQty4MABgoKCUlVRDNx7AvPll1/Gq1BNyMK7\n+3l4eJApUya2b9+e4D7E+bJmzUrTpk0ZM2YMISEhnDhxgv79+3Pq1Cl69OhB3rx5ad26NePHj2ff\nvn2O/1m8Ywe0aQNFi8LIkTB7NixfHvvne++Bm1vs5zt2OPa+KUi8Rowty2oKfAWkB6YaY0b/43Nv\nYAlw/O5bC40x7z+sT40YpywLFizgq6++YuPGjXZHEScKDw+nS5culClThsmTJ/Pkk0/aHUlSgd9/\n/52pU6fi7+/PU089xcCBA2nXrl2qfQK1a9cunn32WWrWrMnq1avjdU3//v2pWLEifn5+Cb7vyJEj\nuXbtGl988UWC+xB7nT17lp9++uneiHJkZOS90eT69etTokSJhD8RCAiAoUMhKgoeVvtZFmTJAp99\nBj4+CbtXMhTfEWOMMQ99EVsMHwVKAJmA3UC5f7TxBpY/qq/7X1WqVDGScty6dcsUKlTIhIeH2x1F\nnCwqKsq89tprpnDhwmbt2rV2x5EUbPfu3aZPnz4mZ86cplu3bmb79u12R3K6mJgYU7duXZM9e3az\ne/fueF9Xo0YNs2HDhkTde9++faZgwYLmzp07iepHko/jx4+badOmmS5dupinnnrKuLm5mZ49e5pZ\ns2aZ06dPx78jf39jXF2NiS2J4/dydY29LpUAQkw86tP4TKWoBhwxxhwzxtwC5gItE1CsSwqWMWNG\n+vXrh7+/v91RxMlcXFwYO3Ys06dPp2fPngwZMoQbN27YHUtSiOjoaBYuXIi3tzfNmjXDzc2NgwcP\nMmvWLKpWrWp3PKdbvnw5Bw4coEWLFvGeGhETE8PevXsTtFXb/cqVK0fu3LnZvHlzovqR5KNYsWK8\n/PLLBAUFcebMGVavXk3VqlVZsmQJFStWpEyZMvj6+jJ//nwuXrwYdyc7dsSOFF+//q+P5gJlgSeA\nksCm+z+8fj32ujT2dP+RUyksy2oHNDXG9Ln7dTegujFmwH1tvIGFwGngDDDUGLPvYf1qKkXK89//\n/pfy5ctz4sQJcuTIYXccSQKXLl2iX79+HD58mG+//ZZnnnnG7kiSTF28ePHedIkiRYowcOBA2rRp\nk2qnS8Tl9u3blC1blvPnzxMeHk6xYsXidd2xY8fw9vYmIiIi0Rk+/vhjzpw5o/3n04CYmBjCw8NZ\nt24dwcHBbN68meLFi9+bdlGvXj2yZ88eO2d48eJ/TZ9YC/QBviN2BPSvM1H/dnSOZUHr1rBgQVJ8\nS06V1IvvQgE3Y0xFYDyw+AGh+lmWFWJZVohOh0l5ChYsSKNGjQgMDLQ7iiSR3LlzM3/+fAYPHsxz\nzz3HV199RUxMjN2xJBkJCwujd+/elCpVioMHD7Jo0SJ+/vlnOnXqlKaKYoApU6Zw69YtXn755XgX\nxZDwgz3i0rFjR+bPn090dLRD+pPkK126dHh4eDBkyBB++OEHLl68SEBAALlz52bs2LEULFiQ5728\nuL10aZxzikcC7wI1iC0GC/GPohhir1uxAtJQzRafwvgMUOS+rwvffe8eY8wfxpjIu/97BZDRsqw8\n/+zIGDPFGONljPHKm0q3A0nt/Pz88Pf3164FaYhlWfTq1YutW7cyd+5cmjZtyn//+1+7Y4mNoqOj\n+f7776lXrx4vvPACJUqU4Ndff2XmzJlUqVLF7ni2uHLlCu+++y7Xrl3j//7v/x7r2sTuSHG/kiVL\n3jsoRNKWjBkzUrNmTUaMGMG6deu4ePEi46pUiR31/Yc7QAhwAXia2MJuABAVV8eWFbu1WxoRn8J4\nB1DKsqzilmVlAjoBS+9vYFlWAevuMknLsqrd7feSo8OK/erVq0e6dOn0QzcNKlmyJJs2baJ27dp4\nenpq+7406MKFC3z88ccUL16ccePGMWDAAI4fP86IESPIly+f3fFs9fHHH5MzZ05ef/118uT517jQ\nQzlyxBhiR43nzp3rsP4kZXJxceHpP/8kYxxPD84Bt4H5xM4rDgN2AR/G1VFUFOzZ48SkycsjC2Nj\nTDSxv0isBg4A84wx+yzLesWyrFfuNmsH7LUsazcwDuhkNKSYKlmWha+vr+avpVEZMmRg5MiRLFmy\nhDfffJPevXtz7do1u2OJk+3atYtevXpRqlQpjhw5wtKlS9m0aRMdOnQgY8aMdsez3fHjx5k8eTKR\nkZEMHjz4sa935IgxQIcOHVi0aBG3bt1yWJ+SQl29GufbWe7+ORB4CsgDvA6seFA/ly87OlmyFa85\nxsaYFcYYd2NMSWPMR3ffm2SMmXT3f08wxpQ3xlQyxtQwxmxxZmixV9euXQkODubMmTOPbiypUo0a\nNdi1axcAnp6ebN261eZE4mi3b99m3rx51KlThxdffBF3d3cOHz7M9OnT8fT0tDtesjJs2DDy5cvH\nyJEjyZo162Nde/36dU6ePEnp0qUdlsfNzY2yZcuydu1ah/UpKdQDFsrnInb6xP2TLB66O3KuXI7L\nlMzp5Dt5bNmzZ+ell15iypQpdkcRG2XLlo1p06YxZswYWrZsyXvvvacFP6nA+fPn+eijjyhevDgT\nJ07ktdde4/jx4wwbNgytDfm3rVu3sm7dOmJiYujbt+9jX79//37c3d0dPvKu6RRijOF4tmzcfMAR\n072I3S3hPHAZGAu8EFfDLFnAgVN9kjsVxpIgvr6+fP3119y+fdvuKGKzNm3asGvXLrZs2UKdOnU4\ncuSI3ZEkAXbu3EmPHj1wd3fn+PHj/PDDD2zYsIF27dqRIUMGu+MlS8YYBg8eTLZs2fjoo48SVNw6\nehrFX9q3b8/y5cuJiopzOZWkYtevX2fq1Kl4enrSec0a0j/gpLx3gKqAO7F7GXsCI+JqaAz07Omk\ntMmPCmNJkPLly+Pu7s6iRYvsjiLJQMGCBVm1ahUvvfQSNWvWZPr06dq5JAW4ffs2c+fOpVatWrRp\n04Zy5cpx9OhRpk6dSqVKleyOl+zNnz+fs2fPkitXLjp06JCgPsLDw51SGBcoUIDKlSuzcuVKh/ct\nydPRo0cZMmQIbm5uLFu2jDFjxvDz4cNkaNECE0dxnBHwB64AZ4ldIObyz0aWBc8/D2noaZEKY0kw\nX19fnYQn96RLl45BgwYRHBzMl19+Sbt27bh0SZvTJEfnzp3jgw8+oFixYkyePJmhQ4dy9OhR3nrr\nLXLnzm13vBTh5s2bvPnmm0RHRzN69GjSpUvYf04dvSPF/TSdIvWLiYlh5cqVNG/enBo1apAhQwZ2\n7NjBkiVLaNy4cezfy2HDuJ3Qpz5ZssCwYY4NncypMJYEa926NYcOHWLv3r12R5FkpEKFCmzfvp1i\nxYpRqVIl1qxZY3ckuWvHjh10796dMmXKEBERwcqVK/npp59o06aNpks8pvHjx5MtWzZKly5No0aN\nEtSHMcZpI8YQO81p9erVREZGOqV/sc+VK1cYO3YspUuXZsSIEbRr146IiAg++eQTihcv/re2H65e\nzajcuTFZsjygtwdwdYXPPgOvRx4Wl6qoMJYEy5gxI3379iUgIMDuKJLMuLi48Pnnn/PNN9/Qu3dv\nXnvtNW7cuGF3rDTp1q1bfPvtt9SoUYP27dtToUIFjh49ytdff+20giy1u3jxIqNHj+bcuXOMHj06\nwf2cO3cOYwxPPfWUA9P9T548eahVqxbLli1zSv+S9MLDw+nfvz/FixcnJCSEWbNmsXPnTnr16kWW\nOArfMWPGEBgYSP9du7A+/xxcXXnk2aWW9b+i2MfHKd9HcqbCWBKlX79+zJkzR3vZSpwaNGjA7t27\nOXPmDF5eXoSHh9sdKc04e/Ys//nPfyhatChTp07l7bff5ujRo7zxxhs8+eSTdsdL0d5//32efvpp\nvL298UrEaNpf0yisByyOcoROnTppOkUKd/v2bb7//nueffZZmjVrRuHChTlw4ACzZ8+mZs2aD/z7\n8+WXXzJlyhSCg4MpUKAA+Phwc80afsiYEZM5c+w0iftlyQIuLtC6NWzYkCaLYgA9O5NEKVSoEPXr\n1ycwMBBfX1+740gy9OSTTzJv3jxmzZpFgwYNGDZsGK+99lqC52TKw23bto3x48fzww8/0LFjR9au\nXcszzzxjd6xU49ChQwQFBWFZFoGBgYnqy1k7UtyvVatWvPrqq1y5coWcOXM69V7iWGfPnuXrr79m\n8uTJlCxZkgEDBtCqVat47X4SEBDAV199xYYNGyhUqNC995f99hsBdevSYu7c2GOe9+yJPbwjV67Y\nLdl69kxTC+3iZIyx5VWlShUjqUNwcLApX768iYmJsTuKJHNHjx41tWrVMg0aNDCnT5+2O06qcePG\nDRMYGGiqVatmihUrZj777DPz+++/2x0rVWrZsqWpW7eu8fHxSXRf3bt3N19//bUDUj1cy5YtzYwZ\nM5x+H0m8mJgYs2XLFtO5c2eTM2dO069fP7N79+7H6mPq1KmmSJEi5ujRo//6rGXLlmb69OmOipui\nACEmHvWphmwk0by9vYmJiWHjxo12R5FkrkSJEmzYsIFnn32WypUrM3/+fLsjpWi//fYbI0eOpFix\nYsycOZMRI0Zw5MgRhgwZQq40dFJVUtmwYQM7d+5k3759vPvuu4nuLylGjCF2OsV3333n9PtIwkVF\nRTFjxgy8vLzo1q0bXl5eHDt2jMmTJz/W35FZs2YxcuRI1q1bR4kSJf722aVLl/jpp59o27ato+On\nKpaxaa9RLy8vExISYsu9xfEmTJjApk2b9MNX4m379u106dKFOnXq8NVXX5E9e3a7I6UIxhi2bt3K\n+PHjWblyJZ06dWLAgAGUL1/e7mipWkxMDFWrViVbtmzUqVOHDz/8MFH9RUdHkz17di5cuMATTzzh\noJRxi4yMpFChQhw9epQ8efI49V7yeE6cOEFAQADTp0+nevXqDBgw4H/brD2muXPn8vrrr7Nu3TrK\nli37r88DAgLYsGFDmp1zblnWTmPMIxcFaMRYHKJbt26sWbOG3377ze4okkJUq1aNXbt2kTFjRjw9\nPdmyZYvdkZK1mzdvMmvWLKpVq0bXrl2pWrUqx48fJyAgQEVxEggKCiI6OpoDBw7wxhtvJLq/Q4cO\nUahQIacXxQBZs2aladOmLFiwwOn3kkeLiYlhzZo1tGzZEi8vL+7cucPWrVtZvnw5TZs2TVBRvGDB\nAl577TVWr14dZ1EMsX+Hu3Xrltj4qZ4KY3GIHDly0LFjR77++mu7o0gKkjVrVqZMmcLnn39OmzZt\nePfdd3XM+D+cOXOGd955Bzc3N4KCghg5ciSHDh1i8ODBWkyVRK5fv86IESPInj07b7/9Njly5Eh0\nn0k1jeIvmk5hv6tXrzJu3DjKli3LG2+8QYsWLYiIiOCzzz6jZMmSCe532bJl+Pr6snLlygceFnP0\n6FGOHDlC48aNE3yftEKFsTiMr68vkydPVmEjj61Vq1bs2rWLHTt2UKdOHQ4fPmx3JFsZY9iyZQud\nOnXimWee4ffff2f9+vWsWbOGF154gfTp09sdMU354osvKFWqFBEREfg4aAsrZx7sEZdmzZqxa9cu\nPdWzwb59+/D19aVYsWJs2bKFadOmERYWRp8+fXB1dU1U36tWraJ3794sX74cT0/PB7abPXs2HTt2\njNeOFmmdCmNxmIoVK1KiRAmWLl1qdxRJgZ566ilWrFhBt27dqFWrFlOnTsWuNRB2uXHjBjNnzsTL\ny4vu3btTo0YNTpw4wcSJEx/4eFSc6+zZs4wdO5Y//viDDz74ABcXF4f068yjoOPi4uJCixYttOA1\niURHR7Nw4ULq169Pw4YNyZcvH/v27WPu3LnUqVPHIXtXr1u3ju7du7NkyRKqVq36wHbGGAIDA+na\ntWui75kmxGfrCme8tF1b6jRnzhzz3HPP2R1DUri9e/eaSpUqmVatWpkLFy7YHcfpTp06ZYYPH27y\n5ctnmjRpYpYvX27u3LljdywxxvTt29e0atXKPPPMMyY6Otph/RYtWtQcPnzYYf3Fxw8//GBq1aqV\npPdMa86dO2c++ugjU7hwYVO7dm0zZ84cc/PmTYffZ/369SZv3rxmw4YNj2y7detWU6pUqTS/pSra\nrk3s0KZNGw4cOMCBAwfsjiIpWPny5dm2bRulSpWiUqVKrFq1yu5IDmeMYdOmTXTo0IGKFSvyxx9/\nsHHjRlatWkXz5s11AEoysHfvXhYvXszBgwcZNWqUw6awXL16lYsXL/5rOy1na9iwIQcPHiQiIiJJ\n75sWbN++ne7du1O6dGmOHTvG0qVL2bx5M506dSJTpkwOvdeWLVto3749c+fOpV69eo9sHxgYSLdu\n3Zx6wmJqop+84lCZMmWiT58++Pv72x1FUrjMmTMzZswYgoKC6NevH6+++ipRUVF2x0q0qKgopk+f\nTuXKlenduzd16tThxIkTjB8/ntKlS9sdT+4zdOhQGjduTJ48eWjevLnD+t2zZw/ly5dP8l9+MmXK\nRJs2bZg3b16S3je1unHjxr2dYjp16kTFihU5evQoU6dOfeh838TYvn07rVq1IjAwkPr16z+y/e3b\nt/nuu+/o0qWLU/KkRiqMxeH69evH7NmziYyMtDuKpALPPfccu3fv5vz583h5eREWFmZ3pAQ5deoU\nw4YNo2jRosyfP59Ro0Zx8OBBXn31Ve3hnAytWrWKo0ePsmnTJj755BOHjrYl9Y4U9+vYsWOa3cfW\nUSIiIhg+fDhFixZlzpw5jBw5ksOHDzN06FCefPJJp903NDSUFi1aMH36dJo0aRKva1atWkXp0qWT\n/OlESqbCWByuSJEieHt7ExQUZHcUSSVy5crFnDlzGDZsGI0aNeKzzz4jJibG7liPZIxh48aNtGvX\njkqVKnH9+nU2b97MihUrErxfqThfdHQ0Q4cOpU6dOnh6elKrVi2H9p/UC+/u5+3tzalTpzhy5Igt\n90+pjDEEBwfTpk0bPD09iYqKYtOmTaxcuZLmzZs7faeY8PBwnn/+eSZNmsQLL7wQ7+uCgoK06O4x\n6aeyOIWvry/+/v5pblcBcR7LsujatSs7duxgyZIlNGzYkFOnTtkdK07Xr19n6tSpeHh40K9fP7y9\nvTl58iRfffUV7u7udseTR5g+fTo5c+bkhx9+4OOPP3Z4/3aOGGfIkIH27dtrT+N4unbtGhMnTqR8\n+fIMGjSIJk2acPLkScaOHZtk/5b3799PkyZN+Oqrr2jdunW8r7t69SqrVq2iQ4cOTkyX+qgwFqdo\n0KABt27dYvPmzXZHkVSmWLFirF+/noYNG1KlSpVk9R/4kydP8tZbb1G0aFEWL17MmDFj2L9/PwMG\nDCBbtmx2x5N4uHbtGiNHjsTd3Z0WLVpQrlw5h/ZvjGHPnj22jRiDplPEx8GDBxk4cCBFixZl/fr1\nBAQEEB4eTv/+/cmaNWuS5Th06BCNGzfm008/pWPHjo917YIFC6hfv75Tp3ekRiqMxSksy8LHx0eL\n8MQp0qdPz/Dhw1mxYgXvvvsu3bt35+rVq7ZkMcawfv162rRpQ+XKlbl16xa//PILy5cvp0mTJpou\nkcJ88skn1K5dmyVLlvDee+85vP+TJ0+SNWtWcufO7fC+46t27dpcvnyZffv22ZYhObpz5w5Lliyh\nUaNGeHt7kzNnTsLDw/n+++959tlnk3xXh6NHj9KwYUPef//9BE2H+Gs3Cnk8+oktTtOjRw9WrVrF\n2bNn7Y4iqZSXlxehoaE88cQTeHh4PPoJxfnzMGYMdO0KLVrE/jlmDFy48Nj3vn79OlOmTKFixYr4\n+PjQsGHDe49Yn3766QR+R2KnU6dOERAQgIuLCy+//DJFihRx+D3snEbxl3Tp0tGhQ4dk9bTFThcv\nXuSTTz6hZMmSjB49mp49e3Ly5Ek++OADChcubEumkydP0qBBA4YPH87LL7/82NdHREQQHh7u0N1U\n0oz4bHbsjJcO+Egb+vbtaz744AO7Y0gasHTpUlOgQAEzfPhwc+vWrb9/uH27Ma1bG+PiEvuC/72y\nZIl9r3Xr2HaPcPz4cTN06FCTO3du06JFC7NmzZo0v3F+atGtWzfj4+Nj8uTJYy5duuSUe3z44Yfm\nzTffdErfj2Pbtm1p/tCHkJAQ07NnT5MzZ07Ts2dPs2PHDrsjGWNiD/wpUaKE+eqrrxLcx6hRo0y/\nfv0cmCrlQwd8SHLg6+vL5MmTiY6OtjuKpHItWrRg165dhIWFUatWLX799dfYDwICwNsbFi+GGzdi\nX/eLiop9b/Hi2HYBAf/q29xdkd6qVSuqVKlCTEwM27ZtY+nSpTRq1Egb56cCISEh/Pjjj/z2228M\nGTLEafMy7dyR4n5Vq1YlOjo6xW5/mFA3b95k9uzZ1KxZkzZt2lCmTBkOHz7MjBkz8PLysjsev/32\nG/Xr18fHx4dXX301QX0YHQGdOPGpnp3x0ohx2lGrVi2zcOFCu2NIGhETE2MmTpxocufObTa89JKJ\ncXX92wjxfjDPgckOpiSYhfePHoMxrq7G+PsbY4yJjIw0kyZNMuXLlzflypUzAQEB5tq1azZ/h+Jo\nMTExpl69emb48OGmUKFC5s8//3TavcqWLWt2797ttP4fx9tvv50sRq+TwqlTp8z//d//mfz585uG\nDRuaxYsXO/SIb0c4d+6cKVu2rPnwww8T1U9oaKgpVqyYjpX/BzRiLMmFn5+fFuFJkrEsC19fX3b4\n+2PWsqQAACAASURBVFN17lys69fvfRYNtAReAH4HpgBdgUP3d3D9OjFDhjC2Sxfc3NxYuXIlX331\nFXv37uWVV15J0hXpkjSWLFnCpUuX2LJlCyNHjsTV1dUp97lx4wbHjx+nTJkyTun/cXXq1Invvvsu\n1W6raYxhw4YNtG/fnooVK3L16lXWr1/P2rVradmypdP3Hn4cly5domHDhrRv354RI0Ykqq+goCC6\ndOmihb8JZNn1D8LLy8uEhITYcm9JWjdv3qRo0aJs2LBBR95K0mnTBrN4MdZ9P+P2AjWAa8Bfkx8a\nA9WBD+679A6wv1Qpsq5eTfHixZMosNjh1q1bPPPMM/To0YPAwED27t1LhgwZnHKvXbt20b17d/bs\n2eOU/h+XMYZy5coxY8YMatSoYXcch4mMjGT27NlMmDCBO3fuMGDAALp165Zst0y8fPkyDRo0oHHj\nxowaNSpRU7Oio6MpUqQIP/30U7L5Bez/2bvzuJqz/w/gr1shMZVWJRImKmVrk5IpS4WQNiFN1hIi\nYxtMoTHZGVJfoiJFZTQakWVsjSSMigZjiWwlVNq79/37o+FnKVruvZ/b7fN8PO5jcvvcc17X3PK+\n555FVHA4nKtE9NX5MuzbCZbAtWnTBlOnTsXOWuZuslgCkZcHJCV9VBTXhVBTMH9IEoD+48fQYkeH\nxV5ISAi0tLQQFxeHwMBAgRXFQM38YqZ3pPgQh8MRqz2N79y5A19fX2hqauLEiRPYunUrbt68CW9v\nb5EtigsLCzFixAgMGTKkyUUxAJw5cwYaGhpsUdwEbGHMEooZM2Zg3759KCkpYToKqyUID6/17p4A\nVACsB1AFIBnAOQCltV3M4dTZDks8vH79GoGBgbC2tkbr1q3h4OAg0P5EZeHdh1xcXBAbGwsul8t0\nlEbhcrlITEyEjY0NzM3NISMjg+vXr+Pw4cOwsrIS6YWxxcXFsLOzg7GxMTZu3MiXrOzexU3HFsYs\nodDU1IS5uTkOHDjAdBRWS5CR8fnuEwBaATgC4A8AHQFsBOAMoNadSsvKABH5yJslGIGBgRg9ejRC\nQ0MRFBQk8CJKFPYw/pSOjg6UlJSa3Smlr169woYNG/Dtt98iICAAbm5uePToEX7++Wd06dKF6Xhf\nVVJSglGjRkFXVxfbtm3jy2vv7du3OHr0KFxdXfmQsOViC2OW0MyePRs7duwQ24UeLBHyhVPwDFAz\nSlwA4ASA+wCM67r49Wt+J2OJiHv37iE8PBzdunWDtrY2hgwZIvA+RW0qxTuurq7NZjrF9evXMW3a\nNHTv3h0ZGRmIiYnBlStX4O7uDmlpaabj1UtZWRnGjBkDLS0thIaG8m2R3JEjRzBo0CCoqKjwpb2W\nii2MWUIzdOhQlJSU4NKlS0xHYYk7Obk6v5UBoBw10yc2AHgGwKOuizt04HMwlqhYsmQJvL298euv\nv+KXX34ReH95eXmoqKhAp06dBN5XQ7m4uCA+Pl5k95uvrKxETEwMzM3NYW9vj27duuH27duIjIyE\nsXGdb2tFUkVFBRwcHKCiooKwsDC+7hyxf/9+du9iPmALY5bQSEhIwNvbGzt27GA6CkvcGRgAdYwe\n7QOghpq5xqcBnATQprYL27YFRGw+KIs/UlJScPnyZRARrK2t0adPH4H3+W4ahSjOee3WrRu6du2K\nM2fOMB3lI0+fPoW/vz+6du2K//3vf1iwYAEePHiAZcuWNctR0crKSjg5OaFdu3aIjIzk63Zxz549\nw+XLlzFmzBi+tdlSsYUxS6g8PDxw7Ngx5OXlMR2FJcaqJk6sc/RrPYDXAN4CSALQo65GiAAPD0HE\nYzGIiODn54fFixcjODgYq1ev/vqD+EBUp1G8825PY6YRES5evAhXV1f07t0beXl5OHnyJM6cOQMH\nBweB7hoiSNXV1XBzcwOHw0F0dDTfn0dMTAzGjBkjsD24WxK2MGYJVYcOHTB+/Hjs3r2b6SgsMXX+\n/Hn0t7FBaocOoEaOznEBnG/fHi94PP6GYzHu4MGDqK6uxu3btzFx4kSh7VMtijtSfMjZ2RlHjhxB\nRUUFI/2XlpZi9+7d6NevH6ZOnYpBgwbhwYMHCA4Ohp6eHiOZ+IXL5WLy5MkoLS3FoUOH0KpVK773\nsX//fnY3Cj5hC2OW0Hl7eyMkJKTZbg/EEk3Pnz/H5MmTMWnSJPz0008YlJgITtu2jWqL2rTBT+Xl\n0NTUxC+//MK+VsVEeXk5li5dioULF+LAgQNYvny50PoWxR0pPqShoQFdXV0kJycLtd979+7Bz88P\nXbp0wdGjR7F+/XpkZ2djzpw5kPvCWoHmgsfjwdPTEy9fvsThw4fRpk2tE7ea5NatW3jx4oVQFpC2\nBGxhzBK6/v37o1OnTkhMTGQ6CksMVFdX49dff4W+vj7U1dVx69YtODo6gmNsDGzYADTwo0WSkYHU\n5s3448ULTJgwAStXrsS3336Ly5cvC+gZsIRl27Zt6Nu3LxITEzFnzhyhzVPlcrm4deuWyI98Cms6\nBY/HQ1JSEkaOHAlTU1NISUnhypUrSEhIwLBhw8TmKGMej4eZM2ciJycHCQkJAts1Y//+/XBzcxOp\nI66bNSJi5DZgwABitVyRkZE0fPhwpmOwmrmUlBTq27cvfffdd3Tr1q3aLwoOJpKRIeJwiGpmDtd6\n43E4VCYhQYc/eV2mpaVR586dqU2bNjRp0iQqKCgQwjNj8VteXh4pKSlRQkICqaqqUlFRkdD6/uef\nf6hbt25C66+xnj9/TnJyclRaWiqQ9l+9ekWbNm2i7t27U79+/WjPnj0C64tpPB6PvLy8aNCgQVRc\nXCywfrhcLnXp0oVu3LghsD7EBYB0qkd9Kh5vy1jNjpOTE65fv447d+4wHYXVDOXn58PT0xNOTk5Y\ntGgRTp8+DR0dndov9vICzp0Dxo2r2anik+kVZRwOIC0NzrhxKD9xAr7//IMjR468/76RkRHu3buH\nhQsXIi4uDl27dsWePXvAY+cfNyv+/v5wc3NDSEgIli9fLtQjgkV94d07qqqqMDQ0xLFjx/jabkZG\nBmbOnIlu3bohPT0d+/btw9WrV/H999+jbSOnO4kyIsKCBQtw9epVHDt2DO0FeLT8hQsXIC8v3yxe\nX80FWxizGCEtLQ1PT0+EhIQwHYXVjHC5XOzcuRN6enqQl5dHdnY2JkyY8PUtsAwNgfh44NEjICAA\nmDwZGDUKNGkS1rdrh/tnzwLx8ZAfOhSHDh3CjBkz8O+//75/eKtWrbBmzRpcu3YNWlpamDdvHoyN\njZHJnozXLGRnZ+PQoUOwsrLC7du3MWPGDKH2L+oL7z7Er8M+qqqqEBsbC0tLS9ja2kJDQwPZ2dmI\niorCwIEDRXLbOn4gIixZsgTnz5/H8ePHISsrK9D+9u3bx+5dzG/1GVYWxI2dSsF68OABKSgoUElJ\nCdNRWM1AWloaGRoakoWFBWVkZPCtXQ8PD9q+fftH9wUHB5OBgUGtr00ul0tbt26ldu3aUbt27cjX\n11eoH8uzGm7UqFG0fv16MjY2pqioKKH3P2bMGIqNjRV6v41RUFBAsrKyjX5NP3v2jFatWkXq6uo0\nePBgOnToEFVWVvI5pehasWIFGRgY0MuXLwXeV1lZGXXo0IEeP34s8L7EAdipFCxR17VrV5iZmSE6\nOprpKCwRVlBQgJkzZ8Le3h5z587FuXPn+Dr6ZmNjg+PHj39036xZs2BgYAAvL6/PjjCXkJDA3Llz\ncfPmTRgZGSEyMhI9evTAoUOH2OPORdCZM2dw69YtdO7cGZWVlXB1dRV6huYylQIAFBQUYG5ujqNH\nj9b7MUSES5cuYeLEidDR0UFubi6SkpJw7tw5ODk5CWR7MlG0Zs0axMfH4+TJk1BUVBR4f0ePHkX/\n/v2hoaEh8L5alPpUz4K4sSPGLCKipKQk6tevH/F4PKajsEQMl8ulXbt2kYqKCvn4+NDr168F0s/L\nly/pm2++ofLy8o/uf/v2LfXu3ZtCQkLqfCyPx6OIiAiSl5cnJSUlsra2ptu3bwskJ6vhqqurqW/f\nvhQdHU09e/ak48ePCz1DUVERycjIUHV1tdD7bqyIiAgaPXr0V68rLS2lsLAw6t+/P/Xo0YM2b94s\nsJ9TUbdu3TrS1tamZ8+eCa1Pe3t72rt3r9D6a+5QzxFjtjBmMYrL5VL37t3p0qVLTEdhiZBr166R\nqakpmZqa0rVr1wTen6mpKZ06deqz+2/fvk1KSkqUlpb2xcc/f/6cHB0dSUlJieTk5Gj58uViu9q+\nOdm7dy+ZmZlRaGgofffdd4y8Af/rr7/I0NBQ6P02xZs3b0hWVpZevXpV6/fv379PP/zwAykpKdHI\nkSMpKSmJuFyukFOKji1btlD37t0pNzdXaH3m5+eTrKwsFRYWCq3P5q6+hTE7lYLFKAkJCXh5eWHH\njh1MR2GJgDdv3mDOnDmwsbHBtGnTkJKSgn79+gm839qmUwCAtrY2QkND4eTkhIKCgjofr6qqitjY\nWOzatQtt27ZFdHQ0dHR02L26GVRSUoLly5fj559/xqpVqxAUFMTIgq/mNI3iHTk5OVhbW3+0OwuP\nx0NycjLs7e1hZGQEHo+H1NRUJCYmwsbGRmz2Hm6onTt3YsuWLTh9+jQ6deoktH4PHToEOzs7gS/u\na4la5iuZJVI8PDxw9OhR5OfnMx2FxRAiQmRkJHR0dFBVVYXs7GxMnTpVaP/Y1lUYA4CDgwOcnJww\nceLEr56AN3bsWGRnZ8PKygqlpaWYOXMmxo4di5ycHEHEZn3Bhg0bYGFhgUuXLmHgwIEwMjJiJEdz\n2pHiQy4uLoiJiUFhYSG2bdsGHR0dLFq0CPb29nj06BE2bNiA7t27Mx2TUWFhYVi7di1Onz4NTU1N\nofa9b98+9ghoQanPsLIgbuxUCtaHPDw86JdffmE6BosBGRkZZG5uToaGhl+dsiAo1dXVpKioWOfq\n7qqqKho8eDD5+/vXu83Tp0+TlpYWGRgYkIKCAq1du5YqKir4FZn1BU+ePCEFBQW6fv06KSkpMTrv\n28LCgk6fPs1Y/42VlpZGrVq1Ijk5OXJxcaELFy6wa0E+EBkZSZ06daI7d+4Ive+7d++SiopKi9rt\ngx/ATqVgNSezZ8/Gzp07vzoixxIfRUVFmD9/PqytrTFx4kSkpqYyNqonKSmJYcOG4cSJE7V+X0pK\nCgcPHsSuXbvqHFn+lJWVFbKysjBs2DBwOBwcPHgQffr0wZkzZ/gZnVWLFStWYNq0aThw4ADGjx8P\nbW1tRnIQUbMaMa6ursbhw4dhZWUFe3t7aGtrY8mSJYiJiYG5ubnY7j3cUAcPHsTixYtx8uRJfPvt\nt0Lvf//+/XB1dW0xu30IXX2qZ0Hc2BFj1qeMjIzo6NGjTMdgCRiPx6OoqChSV1cnT09PysvLYzoS\nERGFh4eTo6PjF685f/48qaqq0oMHDxrU9uXLl0lPT48GDBhAnTp1Ijc3N3r69GkT0rLq8vfff5Oq\nqiplZWWRgoICPXnyhLEsjx49oo4dOzLWf329ePGCAgMDSUNDgwYNGkTR0dFUUVFBv/32G1laWjId\nT6TEx8eTqqoqX/dSbwgej0fdu3dn7NO15gzsiDGruZk9eza7CE/M3bp1C9bW1li/fj3i4uIQFhYG\nZWVlpmMBAEaMGIHTp0+jurq6zmssLCywaNEiODo6ory8vN5tGxsb49q1axgzZgzKy8tRUFAAAwMD\nbNu27Yv9sRqGiLBw4UKsWLECmzZtwsyZM6Gurs5YHlFfeJeWlgZ3d3f07NkT9+/fx++//46LFy/C\n1dUVrVu3ho2NDW7cuIGnT58yHVUkHD16FF5eXkhKSmLsU4DU1FRISUnB0NCQkf5bArYwZokMZ2dn\npKen4969e0xHYfHZ27dvsWjRIlhaWsLBwQFXrlzBwIEDmY71kY4dO6Jr1664fPnyF6+bP38+tLS0\n4Ovr26D2W7dujRUrVuDcuXMoLCyEpqYmoqKiYGRkhNTU1KZEZ/0nKSkJubm57w+oWLRoEaN5RHEa\nRXl5OSIiImBkZARXV1f06dMH9+7dw+7duz/bAUZaWhr29vaIjY1lKK3oOH78OKZOnYrExESh7JRT\nl/3792PSpEnstBYBYgtjlsho27Ytvv/+e+zcuZPpKCw+ISLExsZCR0cHz58/R1ZWFnx8fCAlJcV0\ntFp9aXeKdzgcDsLCwnD27FlEREQ0uA89PT1cvHgRkydPxr///otevXrBwcEB06dP/+KWcKwvq66u\nxsKFC7F+/Xr4+/tj8eLFkJeXZzRTZmamyIwY5+TkYOnSpejSpQtiYmLg7++Pu3fvws/PDwoKCnU+\nztXVFQcPHhRiUtFz+vRpuLu748iRI4ytgwCAyspKHDp0CBMnTmQsQ0vAFsYskTJr1iyEh4ejrKyM\n6SisJrp9+zZGjBiBVatWISoqCpGRkVBVVWU61hfVpzAGAFlZWcTHx2PhwoW4ceNGg/uRlJTEvHnz\nkJ6ejoKCAqioqODt27fQ1dVFWFgYeDxeY+K3aLt374aamho6dOiAq1evYvbs2UxHYnwqBRHh9OnT\nGDduHPr374/y8nJcvHgRSUlJGDlyJCQlJb/axtChQ3Hnzh08fPhQ8IFF0Pnz5zFhwgTExcXBzMyM\n0SzHjx9Hr169oKWlxWgOsVeficiCuLGL71h1sbOzoz179jAdg9VIJSUltGzZMlJUVKRNmzY1qy2F\nKisrSU5Ojl68eFGv66Oioqh79+5NOgaXx+PR3r17SVlZmTw9PcnIyIgGDhxI169fb3SbLU1hYSGp\nqqrStWvXyMLCQiR+f5SXl5O0tPRnR40LQ1FREW3fvp10dHTeH2teXFzc6PamT59OQUFBfEzYPKSk\npJCysnKtp2IywdHRkUJDQ5mO0WyBXXzHaq68vb0RHBzMdAxWAxERjhw5Al1dXTx48AAZGRmYP39+\ns9pSqFWrVrCyssLJkyfrdb2bmxtsbW0xZcqURo/ycjgceHh4ICMjA4WFhSgsLIS5uTlGjBgBX19f\nFBUVNardlmTt2rWwtbXF06dP8erVK7i7uzMdCf/88w+6deuGNm3aCLXPOXPmQFNTE2fPnsXOnTuR\nkZGBmTNnon379o1utyVOp7hy5QrGjh2Lffv2wdramuk4ePPmDZKTk+Hk5MR0FLHHFsYskWNjY4OC\nggKkpaUxHYVVT/fu3cOoUaOwdOlS7NmzBwcOHGB0N4CmsLGxQVJSUr2v37hxI168eIH169c3qd+O\nHTsiLi4Oa9euRVRUFEaNGoXXr19DR0cH0dHRqBnwYH0qJycH//vf/xAQEIAlS5bg559/rtcUAUET\n1jQKLpeLhIQEDBs2DEOGDIG8vDwyMjIQGxsLS0tLvizSsrS0xJMnT3D37l0+JBZ9169fx6hRoxAW\nFoYRI0YwHQcAEBcXh6FDh6JDhw5MRxF7bGHMEjmSkpKYNWsWO2rcDJSVlcHf3x8mJiawtLTEjRs3\nYGVlxXSsJhkxYgSSk5PrPQLcunVrxMbGYsuWLfjzzz+b3L+DgwOysrIAAGfPnsWCBQsQFBSEoUOH\n4p9//mly++Jm2bJl8PHxwdmzZyEnJ4fRo0czHQmA4HekePnyJYKCgtCtWzf88ssv8PDwQE5ODlav\nXg0NDQ2+9iUpKQknJ6cWMWqcmZkJW1tb7Ny5U2ReS8D/70bBEoL6zLcQxI2dY8z6kvz8fJKTk6P8\n/Hymo7DqkJiYSN26dSNHR0d69OgR03H4SkdHh65cudKgx5w6dYrU1NQoNzeXbzlOnjxJWlpa5Obm\nRmvWrCFFRUVaunQplZSU8K2P5uzy5cukrq5O+fn5pKmpSRcuXGA60nsjRowQyIFFV65coSlTppC8\nvDx5eHg0+HXaWBcvXiQ9PT2h9MWUW7dukZqaGsXExDAd5SMPHz4kRUVFRuarixOwc4xZzZmSkhLG\njBmDvXv3Mh2F9YmHDx9i7NixmD9/PoKDgxEbG4vOnTszHYuv6rs7xYesra3h4+MDZ2dnVFVV8SXH\n0KFDkZmZCRUVFWzfvh2rV6/GgwcPoKuri99//50vfTRXRAQ/Pz+sXr0a+/btg4GBAczNzZmO9R4/\nR4wrKiqwf/9+mJqawtHREbq6urh79y727t0rtIMeBg4ciMLCwvefZoibO3fuYNiwYQgKCoKLiwvT\ncT5y4MABODo6CnW+eotWn+pZEDd2xJj1NZcvXyYtLS2qrq5mOgqLalbZvxu1XLNmjViPXpw4cYIG\nDRrU4MdxuVwaNWoUzZs3j++ZLl26RLq6umRvb08xMTHUs2dPGj16NN2/f5/vfTUH8fHxZGBgQAUF\nBaSiokKZmZlMR3ovPz+fZGVlicfjNamdx48f048//kiqqqo0bNgwSkhIYPT3oZ+fHy1fvpyx/gXl\n3r171LlzZwoLC2M6ymd4PB7p6OjQxYsXmY7S7IEdMWY1d0ZGRlBQUMCJEyeYjtLiJScnQ19fH2lp\naUhPT8ePP/4o1qMXgwcPRkZGBl6/ft2gx0lISCAyMhJHjx7l+3xMU1NTXLt2Df369YOPjw/mzJkD\nExMTGBoaIjAwEBUVFXztT5RVVlZi0aJF2LhxIzZv3gw7Ozv07t2b6VjvvTvYozEL34gIZ8+ehaOj\nIwwMDFBUVISzZ88iOTkZ9vb2jC4sdHV1RUxMjFgtBM3JyYG1tTWWLVsGT09PpuN85vr16ygvL2d8\nD+WWhC2MWSKLw+Fg9uzZ2LFjB9NRWqzc3Fw4OTlh1qxZ2LRpExISEtC1a1emYwmctLQ0zM3Ncfr0\n6QY/tkOHDoiLi4OPjw+ys7P5mqtNmzbw9/fHmTNnEBERgVOnTiE+Ph5paWkwMDDAqVOn+NqfqNqx\nYwd69uwJPT09BAcHIyAggOlIH2nMNIq3b98iJCQE+vr68Pb2hpWVFXJycrBt2zb06tVLQEkbZsCA\nAeDxeLh27RrTUfgiNzcXVlZWmD9/PmbNmsV0nFqxR0ALH1sYs0Sai4sLLl++jPv37zMdpUWprKzE\nunXr0LdvX+jp6eHmzZsYNWoU07GEqjHzjN/p168f1q1bBwcHBxQXF/M5GaCvr49Lly5h9OjRcHR0\nhIWFBX755RdMnz4drq6uePr0Kd/7FBWvXr3C2rVrsX79eqxevRoeHh7o0qUL07E+0pCjoO/cuQNf\nX19oamoiOTkZ27Ztw82bN+Ht7Y1vvvlGwEkbhsPhiM2exs+ePYO1tTVmzZqFuXPnMh2nVtXV1YiO\njmZ3oxAytjBmiTQZGRl4eHggJCSE6Sgtxp9//om+ffvi7NmzSE1Nhb+/P9q2bct0LKF7Vxg39mPj\n77//Hubm5pg+fbpAPnqWlJTEggULkJaWhqSkJAQGBiI6Oho9evSAgYEBNm/ejOrqar73y7TVq1dj\n/PjxaNWqFWJjY7Fs2TKmI33ma3sYc7lcJCYmwsbGBubm5pCRkcH169dx+PBhWFlZifTooIuLCw4e\nPNisp1Pk5eXB2toa7u7u+OGHH5iOU6fTp0+jS5cu0NbWZjpKy1KficiCuLGL71j1dffuXVJSUqLS\n0lKmo4i1J0+e0IQJE0hTU5N+++23Ji8cau54PB5paWk1aVFXWVkZ9e/fn7Zu3crHZJ/j8Xi0e/du\nUlJSouXLl1NGRgZZW1uTgYGBWC3auXv3LikqKtKLFy/I2dmZAgMDmY70merqapKRkaHCwsLPvldQ\nUEDr168nLS0tMjIyooiICCorK2MgZeO9Wwz2119/MR2lUV6+fEn6+vq0YsUKpqN81cSJE2nbtm1M\nxxAbYBffscRFjx49MGDAABw6dIjpKGKpqqoKmzdvhoGBAbS0tHDz5k2MHTtWpEethIHD4TRpOgVQ\nM1c5Li4OgYGBSElJ4WO6j3E4HEydOhU3btxAVlYWXFxcEBAQgGXLlsHZ2Rmenp7Iz88XWP/Csnjx\nYixcuBCPHz/GxYsXMW/ePKYjfeb+/ftQUVGBrKzs+/uuX7+OqVOnonv37sjMzERMTAzS0tLg7u4O\naWlpBtM23LvpFDExMUxHabDXr19j2LBhsLOzE7l56Z96+/YtEhMTRW7ruJaALYxZzcLs2bPZk/AE\n4MKFCxgwYACOHTuGlJQUBAYGol27dkzHEhlNLYwBQEtLC3v27IGLiwtevHjBp2S1U1dXx+HDh7Fq\n1So4OTkhJSUFV65cgZycHPT09PC///2v3if6iZoLFy7g6tWr8PX1xZIlS7By5UqRfK2+m0ZRWVmJ\n6OhoDBo0CGPGjEGPHj1w+/ZtREREwNjYmOmYTeLi4oJDhw6By+UyHaXeioqKYGNjA0tLS6xdu1bk\n3/j/9ttvMDc3h4qKCtNRWp76DCsL4sZOpWA1RHV1NWlqagrtlCdx9/z5c3J3dycNDQ06dOhQi582\nUZeioiJq3749FRcXN7mt5cuX03fffUdVVVV8SPZ1BQUFNGXKFNLU1KTjx4/T33//TWZmZmRsbExX\nr14VSgZ+4XK5ZGhoSFFRUZScnEzffvstVVZWMh2rVgsWLCBzc3Pq2LEjWVlZ0eHDh4X2/1yY+vbt\nS3/++SfTMeqluLiYzMzMyNvbu9n8rhs+fDhFR0czHUOsgJ1KwRInkpKSmDVrFjtq3ETV1dXYvn07\nevfuDVVVVWRnZ8PJyUnkR0+Y8s0338DIyAhnz55tclv+/v6QkpLCihUrmh6sHhQUFBAeHo7Q0FDM\nnDkTmzdvRkJCAmbOnAk7OzvMmTMHb968EUqWpoqOjgaHw4GzszOWLFmCwMBAtGrViulY7xERLly4\nABcXF/z666+QkZHBqVOncPr0aYwbNw5SUlJMR+S75jKdorS0FKNGjYKuri5+/fXXZvG77tmzZ0hL\nS4O9vT3TUVoktjBmNRtTp07F4cOH8erVK6ajNEuXLl2CkZER4uPjcfbsWaxbtw7t27dnOpbI48d0\nCqDmzd2BAwdw4MABJCQk8CFZ/YwYMQJZWVmQk5ODgYEBvvnmG2RlZaGyshK6urrYv3+/SO8wzm7P\n3wAAIABJREFUUFZWhmXLlmHTpk2Ij4+HpKQkHB0dmY4FACgpKcGuXbvQt29fTJs2Debm5ujUqRO2\nbNkCPT09puMJlLOzM+Lj4/l2/LkglJWVYcyYMdDU1ERoaCgkJJpHyRMdHY2xY8dCRkaG6SgtU32G\nlQVxY6dSsBpj0qRJtGHDBqZjNCt5eXnk6elJ6urqFBUV1Ww+ShQVN27coO7du/OtvdTUVFJWVqa7\nd+/yrc36SklJoV69etHYsWPpyZMndOnSJerXrx9ZWlrSzZs3hZ6nPn7++WdycHCgyspK6t69O50+\nfZrpSPTvv//SggULSFFRkezt7Sk5OZm4XC4VFxdT27ZtxXLqRG1MTEzo+PHjTMeoVXl5OdnY2NCE\nCRMYPUa7Mfr27SsSr3NxA3YqBUsceXt7Y+fOnc12AZEwcblchIaGQk9PD7KyssjOzoabm1uz+ChR\nlOjr66OsrAz//vsvX9ozMTGBv78/xo8fj9LSUr60WV9mZmb4+++/oa+vj759++LmzZu4fPkyxo8f\nD0tLSyxZsgQlJSVCzfQleXl52LhxI4KCgrBr1y50794dVlZWjGTh8XhISkrCyJEjYWpqCikpKaSn\npyMhIQHDhg2DhIQEbt68CR0dHbGcOlEbFxcXkZxOUVlZCWdnZ7Rr1w6RkZGMHqPdUFlZWcjPz4el\npSXTUVqsehXGHA7HhsPh3OZwOP9yOJwlX7jOiMPhVHM4HNH4nIsldkxNTSErK4vk5GSmo4i0K1eu\nwNTUFPv378epU6ewefPmj7aPYtUfP7Zt+5SXlxf09fXh5eUl9GkMbdq0wapVq3Dq1CmEhITAxsYG\ndnZ2yMzMRG5uLnR1dfHbb7+JxPSKn376Ce7u7ujYsSPWrFmDX375RegZXr9+jc2bN0NbWxvLly+H\no6MjHj16hKCgoM+OR2/MUdDNmbOzMxISElBRUcF0lPeqq6vh5uYGADhw4ECze5Oyf/9+TJw4sVkV\n82Lna0PKACQB3APQDUBrADcA6NZx3RkAxwA4fq1ddioFq7F27dpFo0ePZjqGSCooKKCZM2dSx44d\nKTw8nJ02wSeHDh2ikSNH8rXNt2/fUu/evSk0NJSv7TZEVVUVrV+/nhQVFWnjxo1UXV1NZ86cIR0d\nHbKzs6N79+4xli0rK4uUlZWpoKCAVq9eTRMmTBBq/zdu3KAZM2aQvLw8TZw4kS5duvTVn6c5c+bQ\nxo0bhZRQNAwePJgSEhKYjkFENbsXubq6kq2tLZWXlzMdp8G4XC5paGhQRkYG01HEEvg4lcIYwL9E\ndJ+IKgHEABhTy3VzAMQDyGtaqc5ifZmbmxtSUlLw8OFDpqOIDB6Ph7CwsPcf42ZnZ2PKlCnstAk+\nGTp0KM6fP4/y8nK+tdmuXTvEx8dj+fLlSE9P51u7DSElJYWFCxciNTUVR48ehZmZGZSVlfH3339j\n8ODBMDY2xqpVq/j6vOvrhx9+wLJly8DlcrFlyxasXr1a4H1WVVXh0KFDGDx4MOzs7NC5c2f8888/\n2L9/P0xNTb/68/S1o6DFkahMp+DxePD09MTLly8RHx+PNm3aMB2pwc6dOwdFRcUW9amDSPpa5QzA\nEcDuD/48GcD2T67pBOAcaqZmhIMdMWYJmK+vLy1ZsoTpGCLh2rVrNHDgQDIxMWl2+9M2J2ZmZpSc\nnMz3duPj46lr16708uVLvrfdEFwul/73v/+RkpISrVy5ksrLyyknJ4fGjRtHPXr0EOoiq+TkZOrR\nowdVVFSQr68vzZ49W6D9PXv2jAICAkhdXZ0sLS0pNja2wfsk83g86tChAz1//lxAKUXTixcvSE5O\njkpKShjLwOVyadq0aWRpaclojqby9PSk9evXMx1DbKGeI8b8KoxjAZj+93WdhTGAGQDSAaR36dJF\nOH8TLLF0+/ZtUlZWprKyMqajMOb169fk4+NDKioqtGvXLuJyuUxHEmurVq2iBQsWCKTthQsXko2N\njUisns/NzSV7e3vS1dWlS5cuERFRYmIiaWlpkaOjIz1+/Fig/VdXV5O+vj7Fx8fTgwcPSEFBQSDF\nJo/Ho5SUFJowYQLJy8vTzJkzm/QRdm5uLqmoqPAxYfMxdOhQOnToECN983g88vb2JjMzM74cxMOU\n0tJSkpeXpydPnjAdRWzVtzCuz1SKJwA6f/Bnjf/u+5AhgBgOh/Pwv0I6mMPhjK1ldPp/RGRIRIbK\nysr16JrFqp22tjb69u2LuLg4pqMIHREhMjISOjo6qKysxK1btzBt2rRms0dnc8XvBXgfWrt2LUpL\nS7FmzRqBtN8QnTp1wpEjR/DTTz9h3LhxmD9/PoYMGYKbN29CV1cXffv2xYYNGwS2f214eDjk5eUx\nbtw4rFy5Ej4+PlBVVeVb+2VlZdizZw8GDBiAKVOmwNjYGA8ePEBISEiTPsJuidMo3nF1dcXBgweF\n3i8RYcGCBUhPT8exY8ea9b7sR48ehaGhIdTV1ZmOwvpa5QxACsB9AFr4/8V3el+4PhzsVAqWEBw5\ncoRMTU2ZjiFUGRkZZGFhQQMGDKDLly8zHadF4XK5pKSkRDk5OQJp/+nTp6Surk5JSUkCab8xXr58\nSZMnTyYtLS06efIkERHduXOHhg8fTnp6enT+/Hm+9ldcXEzq6uqUlpZGN27cIFVVVSosLORL2/fv\n36cffviBlJSUaOTIkZSUlMTXT1mCgoJo/vz5fGuvOSkoKCBZWVm+/b+qDx6PR4sXL6Z+/frRq1ev\nhNavoIwaNYoiIiKYjiHWwK8RYyKqBuAD4ASAbACHiOgmh8OZxeFwZgmiWGex6mPkyJF48uQJrl27\nxnQUgSsqKoKfnx+sra0xYcIEXL58GcbGxkzHalEkJCQwfPhwnDhxQiDtq6mpISYmBh4eHsjJyRFI\nHw2lqKiIyMhI7NixA1OnToWnpyeUlJRw/Phx+Pv7w83NDVOmTEFeHn/WXK9fvx7fffcdjIyMsGzZ\nMixbtqxJ2wzyeDwkJyfD3t4eRkZG4PF4SE1NRWJiImxsbPj6KUtLHjFWUFCAhYUFfv/9d6H16e/v\nj2PHjuHkyZPo0KGD0PoVhPz8fFy4cAHjxo1jOgoLYE++YzVvgYGBNHXqVKZjCAyPx6Po6Gjq1KkT\nff/995SXl8d0pBYtMjKSHBwcBNrHxo0bydDQUOS2myoqKiIfHx9SV1en+Pj49/f5+fmRsrIyBQcH\nN2mOdG5uLikqKlJOTg6dO3eOunbt2ui/gzdv3tDWrVtJW1ub+vTpQ7t37xb4oix9fX1KT08XaB+i\nbN++fTRq1Cih9LVmzRrS1dWlFy9eCKU/Qfv111/Jzc2N6RhiD/xafCeoG1sYs/jh+fPnJCcnJxYf\npX3q1q1bZGVlRX369KGLFy8yHYdF//96a+iOBQ3B4/Fo/PjxNGvWLIH10RQXLlygnj170vjx4+nZ\ns2dEVDPFx9zcnAwNDSktLa1+Db14QRQURDRxItGoUZTSrRsdGzKEeC9ekKmpKe3bt6/B2bKyssjL\ny4s6dOhArq6udPHiRaHs5V1RUUHS0tJUWloq8L5EVWFhIcnKygr8d/G6detIW1ubnj59KtB+hMnE\nxISOHTvGdAyxxxbGrBZjwoQJtGnTJqZj8E1xcTEtWrSIlJSUaOvWrVRVVcV0JNYH+vfvz/e5tZ8q\nLCwkbW1tkZ1zWFZWRsuWLSNlZWXas2cP8Xg84vF4FB4eTqqqquTl5VV3gZSWRjRuHJG0dM0NeH/j\nSUtTdatWdEpWlripqfXKUlVVRXFxcfTdd9+Rmpoa+fv7C71oysjIoF69egm1T1Hk4OBAYWFhAmt/\ny5Yt1L17d8rNzRVYH8J2+/ZtUlVVZX/PC0F9C2N2GTur2Zs9ezZ27twJHo/HdJQmISLEx8dDV1cX\nT58+RWZmJubOndvsjjQVd4LcneIdWVlZHD58GH5+frhx44ZA+2oMaWlpBAYGIjk5Gdu3b8fw4cPx\n8OFDTJkyBdnZ2QAAXV1dREZG1ozAvLNzJzBkCHDkCFBeXnP7AKe8HJJVVfiuuBgSVlY119chLy8P\ngYGB0NLSwpYtWzBz5kw8fPgQP/30E9TU1ATxtOvU0o6Crourq6vADvsICQnB5s2bcfr0aXTq1Ekg\nfTAhKioKrq6u7O95UVKf6lkQN3bEmMUvPB6PDAwM6MSJE0xHabQPV/qfO3eO6TisLzh//jz1799f\nKH1FRUVRjx496PXr10LprzGqqqooKCiIFBUVacuWLe/nGaelpdGAAQPIwsKCMjMziYKDiWRkPhoh\n/upNRqbmcf/h8XiUmppKkyZNInl5eZo2bRpdv36dqaf+3uLFi2n16tVMx2BcSUkJycnJ8X3ub1hY\nGHXu3JnRI8oFgcfjUbdu3Vr03HRhAjuVgtWShIaG0pgxY5iO0WAlJSX0448/kqKiIm3YsEGgc1dZ\n/FFZWUlycnJCO+HMx8eHxowZI5S5sk1x+/ZtGjx4MJmamtLNmzeJqOawjuDgYBoqJ0cVUlKfFb4P\nALIFSB4gVYBmA1RVS3FcfvEihYeHk6GhIWlpadGGDRuooKCA4Wf8/2xtbSkhIYHpGCJhwoQJFPzB\nm5mmioyMpE6dOtGdO3f41qaoSElJoV69eon8z7a4YAtjVotSXFxMCgoKAttjlt94PB4dOXKEunbt\nSi4uLmI1Z64lcHBwoMjISKH0VVFRQSYmJhQUFCSU/pqCy+XSzp07SUlJiQICAqiiooKIiMpsbYlb\ny4iwLUDuAJUB9Ayg3gBt/eQaLkBHW7cmGxsbSkxMFInTAT/VqVMnun//PtMxREJCQgINHjyYL23F\nxMSQmpoa3bp1iy/tiRovLy8KDAxkOkaLUd/CmFNzrfAZGhpSeno6I32zxNO8efPQvn17BAYGMh3l\ni+7fv4+5c+fi3r172L59O6ytrZmOxGqgXbt24ezZs4iKihJKf48fP4axsTEOHDiA7777Tih9NkVu\nbi5mzZqFnJwcRKxfj/7jxn02nxgAdABsBGD3359/AFAEIPST63ht2kDi8WNABE9MffXqFbp27Yo3\nb96wp08CqKiogJqaGjIzM5s0F/jw4cPw9vbGyZMnxXL+dmVlJdTV1ZGeno6uXbsyHadF4HA4V4nI\n8GvXsT/FLLHh5eWFsLAwVFRUMB2lVuXl5QgICICxsTEsLCxw48YNtihupkaMGIHk5GRwuVyh9Ne5\nc2fs27cPEydOxJMnT4TSZ1NoaGjg6NGjWLZsGRKdnFBZx/HRvgAOAigF8ARAEgCbWq6TkJAAwsMF\nFbdJMjMzoa+vzxbF/2nTpg3GjBmD2NjYRrdx9OhReHl5ISkpSSyLYgBISkqCnp4eWxSLIPYnmSU2\nevXqhd69eyM+Pp7pKJ85duwY9PT0kJGRgWvXrmHx4sVo3bo107FYjdSlSxeoqKgI9dTFoUOHYvbs\n2XB2dkZVHYWmKOFwOJgwYQIWjRiB1nW8gRgMIAuALAANAIYAxtZ2YVkZkJkpqKhN8q4wZv0/FxeX\nRu9Ocfz4cUydOhWJiYno168fn5OJjn379mHSpElMx2DVgt0fhCVWvL29sWnTJri5uTEdBQCQk5MD\nX19fZGVlYceOHbCxqW08jNUcvdu2zcjISGh9Ll26FKmpqVi0aBE2b94stH7rwuPx8Pr1a+Tn5+Pl\ny5d4+fLlZ1/PPn8eJrU9FjWjwzMA/AXgLQBPAIsBrKuts9evBfU0miQjIwN9+/ZlOoZIsba2xuTJ\nk/HgwQNoaWnV+3GnT5+Gu7s7jhw5ItSfK2F78+YNTp48iV27djEdhVULtjBmiRV7e3vMmzcPN27c\nQJ8+fRjLUVFRgY0bN2Ljxo3w9fVFdHQ0pKWlGcvD4j8bGxv4+/tjxYoVQutTQkICkZGRMDQ0xMCB\nA+Hs7My3tokIpaWlXyxy33397s+vX7+GnJwclJSUoKSkBGVl5fdfq6mpwcDAAJ0ePwbOnv2sv1cA\nHgHwAdDmv9v3AJajjsK4Qwe+PVd+ysjIwOTJk5mOIVJatWqF8ePH49ChQ1i8eHG9HnP+/HlMmDAB\ncXFxMDMzE3BCZsXGxmLYsGHoIKKv6ZaOLYxZYkVKSgozZsxAcHAwQkM/XcIjHCdPnoSPjw969uyJ\n9PT0Bo2YsJoPCwsLZGZm4vXr10L9B65Dhw6Ii4vD8OHDoa+vDx0dnVqvq66uRkFBQb0K3Xdfczic\nj4rbD78eMGDAZ/crKCh8/WCCFy+A1NTPFt8pAdACEALADzUjxhEADGpro21bQASnK/B4PNy8eZOd\nSlELFxcXLFiwoF6F8aVLl+Do6Ijo6GgMHjxYCOmYtX//fsyfP5/pGKw6sLtSsMTO8+fPoaOjgwcP\nHkBeXl5o/ebm5mLBggVIT0/H1q1bMXr0aKH1zWLGyJEj4eHhAScnJ4H2Q0QoKir6qIg9fPgw/vjj\nD7i5uaGoqOizQre4uBgKCgp1Frq1fS0jI8P/8Hl5gKZmrbtS/I2aBXg3AEgCsALwKwDVTy+UlgYe\nPRK5XSnu3bsHKysr5OTkMB1F5HC5XGhoaODs2bPo2bNnnddduXIFI0eORGRkZIuYavbw4UMYGhri\n6dOn7DoTIavvrhTsiDFL7HTs2BEjRoxAZGQk5s6dK/D+KisrsXXrVgQFBcHb2xsRERFo27atwPtl\nMc/W1hbHjx9vcGFcUVFR71HcdzdpaenPCloVFRWcOXMGPj4+UFFR+ajQlZeXF42dElRUAFtb0JEj\n4HwyENMXwNmvPJwHgDd8OKRErCgG2KOgv0RSUhLOzs44ePAgVq5cWes1169fx6hRoxAWFtYiimIA\nOHDgAJycnNiiWISxhTFLLM2ePRvTp0/HnDlzwOFwBNbPn3/+idmzZ0NTUxOpqano0aOHwPpiiR4b\nGxv8/PPPePny5WfTFr5U6JaXl9c5cqujo/PZ/UpKSmjTps1n/ZeXl2PQoEEoKyvDmDFjGPgbqKel\nS1GdmIhWjdhNo0pSEq7XrmFhSgoGDRokgHCNl5mZCQODWid/sFAznWLatGlYsWLFZ7+HMzMzYWdn\nh507d7aYT9eICPv27UNYWBjTUVhfwBbGLLFkbm6OVq1a4cyZMwLZK/jZs2fw8/NDSkoKtmzZgrFj\nxwq0AGcJT0lJSYNGc/Pz89G9e3eoqqp+VuSqqalBX1//syJXVlaWL68XaWlpxMXFwdTUFIaGhiK7\naOmllhZ+ad0a6yQlIVHLlIo6ycigzYYNcO/YEU5OTnBzc8Pq1atF5hOZjIwMODo6Mh1DZJmamqKk\npARZWVkfjaxnZ2djxIgR2LJlCxwcHBhMKFzXrl1DZWUlBg4cyHQU1hewhTFLLHE4HMyePRs7duzg\na2FcXV2N7du3Y82aNZgxYwZ27dqFdu3a8a19Fn+9W4DWkEKXiN4Xsp8Wuv369fvs/oCAAHTt2hWL\nFi1i5DlqaWlhz549cHFxwdWrV6GiosJIji9ZtWoVeB4ekNDTQ8WcOWjF5X5xE30eh4NyIpy1ssKw\nadMwrlUrWFhYwMfHB/369UNERARMTGrbBE64MjIyEBAQwHQMkSUhIQFnZ2fExMS8L4zv3r2LYcOG\nISgoCC4uLgwnFK53exezgyiijV18xxJbxcXF0NTUREZGBjQ0NJrc3sWLF+Ht7Q0VFRVs374dvXr1\n4kNKVn0REYqLixu0y0JRUREUFBTqvfhMSUmpwW90EhMTsWnTJpw5c0ZAz7x+VqxYgZSUFCQnJ399\npwghunPnDszMzJCdnY27d+8icNw4JJiaQio5GeBwag7v+E8pgLZt2oAzciSef/89PIOD8eTJE4SF\nhcHQsGbNTGxsLObMmYPvv/8e/v7+tU4xEYbS0lIoKSmhsLAQrVq1YiRDc3D16lW4uLjg7t27ePDg\nAYYMGYKffvoJU6dOZTqaUFVXV0NDQwMXLlzAt99+y3ScFqm+i+/Ywpgl1ubMmQN5eXmsnjOn5kjZ\njAygsBCQkwMMDIDvv//qSvcXL15g8eLFOHXqFDZt2gQnJyf2HT8fVFRUNHg7sTZt2jRolwV5eXlI\nSkoK9Hm8ffsWampqePr0Kb755huB9vUlXC4XNjY2MDQ0xNq1axnL8amxY8fCzMwMCxcuhImJCebN\nm1dz4ld+PhAejuJLl3D5+HEMdXRE8IUL6Ll2LaxdXQHUvBmKioqCn58fpkyZAn9/f8jIyODFixfw\n8vLCnTt3EBERgQEDBgj9eV25cgUzZszA9evXhd53c0JE0NbWxqZNmzB37lwsWrQIXl5eTMcSuqSk\nJAQEBCA1NZXpKC0WuysFiwVgvrk5/pkyBbR+fU0x++H8xsOHgZ9+AmxtgaVLgU9OWuJyuQgJCYG/\nvz88PDyQnZ3NaOEjyng8Ht68edOgwyHKysrqLGh79uwJc3Pzj+5XVFQUyUNS2rdvDxMTE/z555+w\nt7dnLIekpCQOHDgAQ0NDmJqaisRivHPnzuHGjRuIiYnBvn37ICkp+f+nUiorAz/8gKInT+BuZISn\nkZF4HRiIxMuX3xfGHA4HkyZNwvDhwzFv3jz06dMHu3btwpAhQxAfH4/o6GjY2dlh5syZWL58uVBX\n+rNHQdcPh8OBnZ0dJk+ejICAgBZZFAM1exezR0A3D+yIMUt87dwJLFwIXmnpF+czgsOpOUBgwwbg\nv1/aqamp8Pb2hqysLHbs2AE9PT2hRBYVpaWlDVp89urVK3zzzTf1nq6grKzMtwVoomDDhg24f/8+\ngoODmY6Cy5cvY/To0fjrr78Y3SWFx+PByMgIixYtwsiRI9GzZ08cPnz4s7nBeXl50NPTQ35+Pq5c\nuQIPDw/cvHmz1jZ///13zJ49G3Z2dli3bh3k5OTw7NkzzJgxA48fP0ZERITQTrz09fWFhoYGFi5c\nKJT+mqtnz55h4MCBKCwsREFBgWhsIShkxcXF6Ny5M+7evQtlEdx2sKVgR4xZLdt/RTG+VhQDABFQ\nWgosXIjit2+x4M4d/PHHH1i/fj3c3NyaffFWXV2NV69eNajQ5fF4UFZWrrWw7dOnz2f3KygotOh5\nljY2Nhg9ejSIiPHXi4mJCfz9/TF+/HhcunRJMId21ENUVBRat24NZ2dnLF++HFZWVrUumGvdujWq\n/tvGrX///njx4gUeP36Mzp07f3atvb09LC0tsXjxYvTu3RvBwcEYPXo0fv/9d0RGRmLYsGGYM2cO\nlixZIvDXY0ZGBmxtbQXaR3OXn5+PoUOHYvr06YiOjsalS5dEbss9Yfjtt99gYWHBFsXNBDtizBI/\nV64AQ4bUFLv/af/JJWUAvFFzytaHSgHsdHXFtJAQyMnJCTRmY7xbgNaQXRYKCwvRoUOHBo3mysjI\nMF7gNSdEhM6dO+PMmTPQ1tZmOg6ICJMnT4aUlBT27t0r9P+XpaWl6NmzJw4ePAg1NTUYGRnhxo0b\n6NSp02fXlpSUQFlZGaX//by6urpi+PDh8PT0/GIfZ8+exfTp0zFgwABs27YNKioqyM3NxbRp0/Dy\n5UuEh4ejd+/eAnl+73YuyczMhJqamkD6aO4KCgpgZWWFMWPGYNWqVVi9ejXy8/Oxbds2pqMJ3bBh\nwzB9+nQ4OzszHaVFY0eMWS3X2rUfrXQHgLeffN0RQG1nlbXlcOBXWVmzOE8IKisr63UgxIdft27d\nus6Ctnv37p/d36FDB4EvQGvpOBwObGxscPz4cZEojDkcDkJDQ2FiYoJdu3ZhxowZQu1/06ZNGDhw\nIMzMzODk5IR58+bVWhQDH48YA8CIESNw/PjxrxbGQ4YMwY0bN+Dv7w99fX1s3LgREydORFJSEsLC\nwvDdd9/Bz88PCxcu5PsuHc+fPweHw0HHjh352q64ePPmDYYPHw4bG5v329m5uLjA0tISmzdvblG/\nj54+fYr09HT8/vvvTEdh1RM7YswSL3l5gKbmx4vsPhEBIADAPQC1jqNJSwOPHn11t4pP8Xg8FBYW\nNmiXhXdbPtV3lwVFRUWROdyA9bG4uDjs2bMHx44dYzrKe3fu3IG5uTmOHTv2frszQXv+/Dl69+6N\ntLQ0PH78GO7u7vjnn3/qfN0SESQkJMDj8cDhcJCbm4s+ffogLy+v3gVUeno6pk6dik6dOiEkJARd\nunRBTk4OPD09UVJSgvDwcL5ur3jixAkEBQUxvkWfKCoqKsKwYcNgZmaGTZs2ffRpRf/+/bFhwwZY\nWVkxmFC4NmzYgOzsbPa0OxHAjhizWqbw8K9eEgHAHXUUxUDNYrzwcJT5+DSoyH316hXat29fZ2Gr\nq6v72ffk5OTYKQtiYujQofD09ERZWZnIvHnR1tZGSEgInJyckJ6eDkVFRYH3uXLlSnh4eEBTUxPj\nx4/HunXrvvj3weFwICUlhaqqKrRu3RoaGhpQU1PD1atXYWxsXK8+DQ0NkZ6ejnXr1mHAgAEICAjA\nrFmzcPLkSYSGhsLCwgJLliyBr68vX0Yr2aOga/f27VvY2trC0NDws6IYqJkmc/DgwRZVGO/fvx+b\nN29mOgarAdgRY5Z4mTQJiIqq89s5ALoB+BeA1heaOSApCU8pqQbtmauoqNiiF6Cxao4iX7lyJYYP\nH850lI/88MMPyMrKwh9//CHQXQGysrJgbW2N27dvIy4uDhERETh//vxX3/y1a9cOeXl57w9XWbBg\nARQUFLB8+fIGZ8jOzsa0adMgISGB3bt3o2fPnrh//z48PT1RXV2NvXv3NvmABXd3dwwZMuSr0z1a\nktLSUtjZ2eHbb79FaGhora+zhw8fwsjICE+fPm0RvyszMzNhZ2eHnJycFrkbh6ip74gxiIiR24AB\nA4jF4rtRo4hq9pmo9bYaoMFf+P67W5WNDfF4PKafDauZWb16Nc2fP5/pGJ+pqqqiwYMHU0BAgED7\nGTFiBG3bto0KCwupY8eOlJ6eXq/HycnJ0atXr97/+fjx42Rubt7oHFwul3799VdSVFSkn3/+mSor\nK4nL5dLWrVtJUVGRtm7dSlwut9Ht9+3bl9LS0hr9eHFTVlZGQ4cOJXd396/+vZqamlJSyO7gAAAg\nAElEQVRSUpKQkjFr0aJFtHjxYqZjsP4DIJ3qUZ+yb2FY4uUri+YiAUypRzNSysrsFAdWg71bgCdq\npKSkEBMTg9DQUJw4cUIgfZw4cQIPHjzArFmzsGbNGtja2tb7RLpWrVp9tADPwsICf//9N4qKihqV\nRUJCAj4+Prh69SrOnTsHY2Nj/P3335g7dy7++uuv9x/n379/v8FtV1VV4fbt2y1ub/O6VFRUwMHB\nAcrKytizZ89XR0ZdXV0RExMjpHTM4XK5iIqKwuTJk5mOwmogtjBmiRcDg5rFc7X4C8AT1L4bxYe4\nbdqA2BOtWI3Qv39/vHz5Ejk5OUxH+Yyamhqio6MxZcoUvuerrq6Gn58f1q1bh5ycHOzZswc///xz\nvR//6c4UMjIyGDhwYJMXt2lqaiIpKQnz58+Hra0tlixZgs6dO+P8+fMYPXo0TExMEBISAmrAlMI7\nd+5AQ0ODsf2hRUllZSWcnZ0hIyODyMjIes3fdnJyQkJCAsq/sEBaHJw7dw7KysrsG6hmiC2MWeLF\nw6POb0UAcADwtUOdqyorMWDbNixatAjp6ekN+keT1bJJSEhg+PDhAhuVbarBgwfjhx9+gKOjIyoq\nKvjW7p49e6CkpAR7e3ssXLgQCxcubNBWZq1atUJlZeVH9w0fPhzJyclNzsbhcODu7o6MjAw8ePAA\nffr0QUpKCvz8/HDhwgXs3bsXw4cPr/ebBXbhXY3q6mq4ubmBiHDgwIF6b4mnrq6OPn36iOzPCL/s\n37+fHS1uptjCmCVeVFQAW9uanSU+EQpg39cez+GgzdixCP/jD7Ru3RoTJkxAjx49sHTpUly/fp0t\nkllfJarTKd5ZsGABNDU14evry5f2iouL8dNPP2Hjxo04c+YMMjIyGtz2pyPGQM1+xvwsnlRVVXHw\n4EGsW7cObm5u8Pb2hrq6OlJSUmBtbQ1DQ0Ps3r37qz/jGRkZLb4w5nK5cHd3R0lJCWJjY9G6desG\nPV7cp1OUlpbit99+w4QJE5iOwmoEtjBmiZ+lS4HGbpfVti04y5bBwMAAa9aswZ07dxAXFwcAcHR0\nhLa2Nn788UdkZGSwRTKrVsOHD8eZM2c+K/REBYfDwZ49e3DmzBlERkY2ub2goCAMGzYMffr0ga+v\nLzZs2ADpOqYz1aW2EePevXujrKwM//77b5Mzfmjs2LHIyspCVVUVevfujRMnTmDJkiX4888/sXPn\nTtjZ2SE3N7fOx2dkZEC/BU+14vF4mDp1KvLz83H48GG0adOmwW2MHz8eSUlJKCkpEUBC5h09ehTG\nxsbsqYjNFFsYs8SPkRGwYQPQ0DmAMjI1j/vgIAQOh4N+/fph7dq1+PfffxEdHY2qqirY29tDR0cH\nK1euxM2bN/n8BFjNmYqKCnr06IFLly4xHaVOsrKyiI+Ph5+fHzIyMhrdzuPHj7Fz504EBgZi165d\nUFJSwrhx4xrczqeL74Canz1+Taf4lLy8PHbt2oXw8HDMnTsXEydOhKqqKlJTUzFw4ED0798fkZGR\ntb75bclTKXg8HmbOnImHDx8iISGh0ft1Kysrw8TEBH/88QefE4qGffv2YdKkSUzHYDUSWxizxJOX\n1/8Xx1/ZXYIHgN4VxV5edV7H4XBgaGiIdevW4cGDB4iIiEBJSQlsbGygp6eHgIAA/PPPP3x+Iqzm\nyNbWVqSnUwA1I7JbtmzB+PHjUVhY2Kg2fvzxR3h7e6N9+/bw9/fHli1bGrWbS21TKQAIfL62lZUV\nMjMzoaamBn19fcTFxWHFihVITk7Gxo0bMWbMGDx79uz99W/evMGrV6+gpfWlXdDFExFhzpw5uHXr\nFhITE5u8+FBcp1Pk5+fj4sWLjXqDyBIR9dnTTRA3dh9jllBcuULk4EAkLU3Utu3H+xW3bUs8aWk6\n8c03dOqXXxrdBZfLpb/++ovmzZtH6urqpK+vT6tXr6bbt2/z8YmwmpOLFy9Sv379mI5RL7Nnz6ax\nY8c2eN/u9PR0UlNTo6KiIvL19aUZM2Y0OoOZmRlduHDhs/vz8vJIVlaWKisrG912fV2+fJl69+5N\no0aNosePH1NFRQWtWLGCVFRUKCoqing8Hp0/f55MTEwEnkXU8Hg8mj9/PhkbG9ObN2/40uarV69I\nVlaWCgsL+dKeqNi2bRtNnDiR6RisWoDdx5jFQs20iPh44NEjICAAmDwZGDWq5r8BAeA8eoS2f/yB\nKb/+2qQ9UwcOHIgtW7bg8ePHCA4ORl5eHiwtLd9Pw7h37x6fnxhLlJmYmODhw4d4/vw501G+atOm\nTXj27BnWr19f78cQEfz8/BAQEIAnT55g//79WL16daMz1DaVAqj5yF1Y01KMjY1x9epVGBkZoV+/\nftizZw/8/4+9O4+rOXvjAP75tiJKKErJTmiRZEu0h8w0orKLiDKWiCxFtmpEWSs7YZSEyZS0TBhZ\nUrZEJGtlj7Sg5fz+aOpnabn3du/93uq8X69eM937/Z7zpOK55z7nOatX4++//8b69esxduxYJCYm\nNroyCkIIli1bhoSEBJw9exZytfSK55S8vDyGDRuG06dP82U8UXH48GFaRlHP0cSYahwUFABXV+DQ\nISAiovy/rq6AggKGDh0KCwsLno6f/ZGYmBj09fWxdetWvHjxAv7+/njx4gUGDx78XRkG1bBJSEjA\n2Ni4XrSkkpKSwvHjx+Hn54eEhASO7jl9+jTevXuH6dOnY9GiRXBzc4OiomKdYqhus6K5ublA6oyr\ni8PDwwMJCQk4ePAgDA0NISsri+TkZHTr1g2enp4oLS0VSiyiYvXq1YiMjERMTAzk5eX5OratrW2D\nKqdIT0/H06dPYWJiwnYoVF1wsqwsiA9aSkGJknfv3pF27doJ7JjX4uJiEhcXRxwdHYmCggLp378/\n8fX1JU+fPhXIfBT79uzZQ+zs7NgOg2MxMTFESUmJZGVl1Xjdly9fSLdu3cjZs2dJVFQU6datG/ny\n5Uud5h45ciSJiIio8rl//vmH6Orq1ml8XpSUlBB/f3/SunVr4uPjQ4qLi4mGhgZRVVUltra25O3b\nt0KPSdjWrVtH1NXVyatXrwQyfl5eHpGVlSXv3r0TyPjC5u7uThYsWMB2GFQ1QEspKIpzrVq1wh9/\n/AFHR0eUlJTwfXwJCQkYGRkhMDAQ2dnZWL9+Pe7fvw8dHZ3KMoyaWkRR9Y+5uTliYmLqzQqjiYkJ\nnJ2dYWNjU2OrucDAQHTu3BlGRkZYuHAhNm3axHUf2x/VtGI8ePBgpKen4+3bt3Wag1vi4uKYP38+\nkpKSEBMTgwEDBuDRo0e4fPky2rdvDw0NjQZXBvAtX19fHDx4EHFxcXV6N6AmLVq0gJmZGcLDwwUy\nvjARQuihHg0ETYwp6j+TJk2CvLw8tm3bJtB5JCQkYGpqit27dyMnJwerVq3C7du3oaWlVVmGkZ2d\nLdAYKMFTUVGBkpISrl+/znYoHFu2bBlatmyJJUuWVPl8bm4u1q9fD19fXwQEBEBVVRWWlpZ1nreq\nPsYVpKSkMGzYMMTGxtZ5Hl506tQJ586dg52dHT5//oydO3di/fr1CA0NxeLFizF58mTk5uayEpug\nbN26FYGBgYiPjxd4L15bW1uEhIQIdA5hSExMRJMmTdC3b1+2Q6HqiCbGFPUfhmEqe7I+f/5cKHNK\nSkrCwsIC+/btQ05ODpYtW4bk5GT07t0bw4YNw44dO+rFBi6qaqJ+Ct6PxMTEEBwcjNOnTyM0NPSn\n59evXw8rKysoKSlh3bp18PPz46k924+q23xXQZh1xlVhGAY9evTA8OHDkZ6eDm1tbQDAzZs3IS8v\nDw0NjQbTkzcwMBB+fn6Ii4uDioqKwOcbOXIkkpKS8OrVK4HPJUjBwcGYPHkyX34fKJZxUm8hiA9a\nY0yJKk9PT/Lrr7+yGsPnz5/JX3/9RSZOnEjk5OSIoaEhCQgIEFitHyUYsbGxZODAgWyHwbWUlBTS\npk0bkpaWVvnYo0ePSOvWrcnLly+Js7MzcXZ25tt806ZNI/v27av2+fT0dKKsrMx1Szl+Wrt2LVm6\ndCkhhJCwsDCipKREnJ2dSV5eHvnnn39Ix44dib29Pd/ambFh7969RFVVlTx69Eio806YMIFs375d\nqHPy0+fPn0mrVq3IkydP2A6FqgFojTFF8Wbp0qW4f/8+Tp06xVoM0tLSGD16NA4fPoycnBzMmzcP\n58+fR/fu3SvLMIRdc0lxT19fH3fv3sW7d+/YDoUrffv2hY+PD6ytrZGfnw8AcHNzw8KFC/H27VuE\nhobC09OTb/PVVEoBAN26dYOUlBTS0tL4Nie3vj0K2traGnfv3kVRUVHl0dW3b9+GtLQ0NDQ0WF3d\n5tXhw4fh4eGBuLg4dO7cWahz29nZ1etyisjISGhoaEBNTY3tUCh+4CR7FsQHXTGmRNk///xDVFVV\nSV5eHtuhfKegoICEhYURGxsbIisrS8zNzcnevXsbzK7uhsjS0pIcO3aM7TB4MmPGDGJnZ0cuXrxI\nVFVVSX5+PjE1NSVbtmzh6zxOTk5k27ZtNV4za9YssmnTJr7Oy42ePXuS27dv//R4TEwM6dSpE5k0\naRJ58+YNOXfuHOnQoQNxdHQUub8/qnPs2DGipKRE7t69y8r8FSuuz58/Z2X+uhozZgzZvXs322FQ\ntQBdMaYo3g0fPhzGxsbw8PBgO5TvNGvWDNbW1ggJCUF2djamT5+OyMhIdOrUCaNGjcLBgwfx4cMH\ntsOkvlHf6oy/tW3bNty/fx+TJk3C+vXrER8fjxcvXmBODUen86KmrhQV2KwzLioqwpMnT9CjR4+f\nnjMxMcGdO3fQpk0baGho4P3797h16xZKSkqgqamJ+Ph4FiLm3MmTJzF//nxER0ejV69erMQgLS2N\nX3/9FcePH2dl/rrIzc1FbGwsxo4dy3YoFL9wkj0L4oOuGFOi7s2bN0RRUZEkJyezHUqt8vLyyNGj\nR4mVlRWRlZUllpaWJDg4uMEdt1ofZWRkkHbt2rFaH1sX/v7+REJCgsTHx5Nu3bqRqKgovs/h6upK\nvGs5lj03N5c0b96cFBYW8n3+2ly/fp1oaGjUet3ly5dJr169yC+//EJevHhBIiMjiYqKCnF2dib5\n+flCiJQ7ERERRFFRkaSkpLAdComOjiZ6enpsh8G1oKAgMnbsWLbDoDgAumJMUXXTpk0b+Pj4wNHR\nUeR70bZo0QLjx4/HyZMn8fz5c9ja2iI0NBSqqqqwsrLC0aNH8enTJ7bDbJS6dOmC5s2b4/bt22yH\nwrXPnz/D398fa9euxW+//QY1NTVYWFjwfR5OVoxbtmwJTU1N/Pvvv3yfvzZ37tzh6CjogQMHIiUl\nBX379oW2tjaeP3+Omzdv4tOnT9DS0sLFixeFEC1noqOjMX36dJw5c0YkWowZGRnh8ePHyMzMZDsU\nrlR0o6AaDpoYU1QNpk6dChkZGezcuZPtUDgmKyuLSZMm4a+//sLTp0/x22+/4ciRI1BRUakswygo\nKGA7zEalvpZTbN26Fdra2pg+fTqKi4vx6dMngRyAU9vmuwpmZmasHLN9+/ZtjhJjoLwsYPXq1YiP\nj8eePXswduxYuLu7Y/PmzbCzs4OLiwsKCwsFHHHN4uPjMXnyZJw6dQr9+/dnNZYKEhISsLa2rrJN\noKh6/Pgx7t+/L5AXixR7aGJMUTVgGAaBgYHw9PREVlYW2+FwrWXLlpg6dSr+/vtvPH78GJaWlti/\nfz+UlZVhY2ODsLAw1v+RbgzqY2L85s0bbNy4ET4+PnB3d4eDgwNatGghkLr72voYV2CrzvjOnTuV\nHSk4paGhgcuXL2P06NEYOHAgHjx4gJSUFLx8+RJ9+/bF5cuXBRRtzS5evAg7OzuEhYVh8ODBrMRQ\nHTs7Oxw7doztMDh25MgR2NjY1PnkR0rEcFJvIYgPWmNM1SceHh7E2tqa7TD45u3bt2T37t3ExMSE\nyMnJETs7OxIeHs5K/WZjkJ+fT5o3b15vuhQQQoizszOZN28euXnzJlFUVCTv378nr1+/JqqqquT0\n6dN8nWvjxo1k0aJFtV5XXFxM5OXlSVZWFl/nr42ioiJ58eIFz/dnZGQQIyMjoqurS27dukXCwsJI\nu3btyJIlS0hRUREfI61ZYmIiUVBQILGxsUKbkxslJSVESUmJ3Lt3j+1QalVWVkZ69OhBEhMT2Q6F\n4hBojTFF8c+yZctw+/ZtREREsB0KX7Ru3RoODg6IiYnBw4cPMXz4cGzfvh3KysqVZRhfvnxhO8wG\nQ0ZGBgMHDhT5DgUV7t+/j5CQELi7u2PBggVYvXo15OXloaCggNDQUDg4OODRo0d8m4/TUgoJCQkY\nGxsjJiaGb3PX5tWrVyguLoaysjLPY3Tp0gWxsbGYPXs2jI2NcfPmTVy7dg2PHj2Cjo4OkpKS+Bhx\n1ZKSkvDrr7/i0KFDMDY2Fvh8vBAXF4eNjU296Gl8/fp1lJSUYODAgWyHQvEZTYwpigNNmjRBQEAA\nfv/99wZXn6ugoABHR0fExcXh3r17GDx4MDZv3ox27dphypQp+PvvvzlKWqia1adyCldXV7i5ueHC\nhQt4+/YtZs6cWfncwIEDsWrVKlhbW/OtDIfTUgpA+HXGFRvv6nrUL8MwmDFjBm7duoXU1FSYm5tj\n4cKF8PDwgKWlJVauXCmwF6M3btyApaUl9u7dK/L1sBXlFOULfKLr8OHDmDRpEj0CugGiiTFFccjY\n2BgGBgZYvXo126EITLt27eDk5ISEhATcvXsX/fv3h7e3N9q1awd7e3tERUVxnMBQ36tIjEX9H/z4\n+HikpaXBwcEBixcvhr+/PyQkJL67xsnJCX369IGTkxNfvh5OulJUMDMzQ0xMDMrKyuo8Lye42XjH\nCWVlZYSHh2PNmjUYN24cEhMTkZiYiDt37qB///64ceMG3+YCyhP7ESNGICAgAKNHj+br2IIwYMAA\nFBUV4c6dO2yHUq3i4mIcO3YMkyZNYjsUSgBoYkxRXPD19cXBgwdx69YttkMROGVlZfz++++4ePEi\nbt++DS0tLaxduxZKSkpwcHDAuXPnBNKhoKHq1asXSkpK8ODBA7ZDqVZpaSkWLVoEb29vBAQEQFNT\ns8q33RmGQVBQEK5fv449e/bUeV5OSykAQE1NDa1bt+Z7Almdb4+C5heGYTB27FikpqYiLy8PxsbG\nmDNnDlxdXWFubg5PT0++vAC9f/8+zM3N4e/vjzFjxvAhcsFjGAa2trYivQkvJiYGnTt3RteuXdkO\nhRIAmhhTFBcUFRXh5eVVL3ob85OKigoWLFiAxMREpKSkoFevXnB3d4eSklJlGQZNkmvGMIzIl1ME\nBwejWbNmGDJkCHx9feHr61vttTIyMjhx4gRWrFiB69ev12leblaMAeF2p+C0hzEvWrVqhQMHDiAo\nKAizZ89GXFwc4uPjcfXqVQwYMKBOq6YPHz6EiYkJfHx8YGdnx8eoBU/Uyylo7+KGjSbGFMUle3t7\nSEpKIigoiO1QWNGhQwe4uLjg6tWrSEpKQteuXbF06VK0b9++sgyjMb1o4MaIESNENjEuKCjAypUr\nsXnzZqxcuRLTp0+vdUWsR48eCAgIwLhx4/D+/Xue5+ZmxRgQXp1xSUkJ7t27h969ewt0HnNzc6Sm\npkJOTg5mZmawt7eHs7MzjIyMsGHDBq5fdD5+/BjGxsbw9PSslwmctrY2JCQk6vyCSxDy8vIQGRkJ\nGxsbtkOhBIQmxhTFJTExMQQFBWHVqlXIzs5mOxxWdezYEa6urrh+/ToSExMrk2YVFZXKMgxh1YLW\nB8bGxrh06RKKiorYDuUnmzZtwtChQyEhIYGoqCisXLmSo/usra1hbW2NSZMm8fy95mbzHQAMHz4c\n169fF/hpjg8fPoSysjKaN28u0HkAoHnz5tiyZQvCwsLg4eGBM2fOIDIyEgkJCRg8eDDS0tI4GufZ\ns2cwMjLCsmXLMGPGDAFHLRgMw4hsT+OTJ09i+PDhaNOmDduhUAJCE2OK4kGvXr3g6OiIhQsXsh2K\nyOjSpQvc3NyQkpKC8+fPo127dpg7dy5UVVUryzAae5IsJycHbW1tnD9/nu1QvpOdnY2tW7diw4YN\nmD9/PtauXQtZWVmO7/f29kZBQQHWrVvH0/zcllLIyMhAT08PCQkJPM3HKUGWUVRn8ODBuHnzJjQ0\nNDBq1CjY2Nhg+vTpGDZsGDZu3FjjuzFZWVkwMjLCggULMGfOHCFGzX8Vx9qL2t8ZwcHBdNNdA0cT\nY4ri0YoVK5CcnIyoqCi2QxE53bt3x4oVK3Dr1i3ExsaiVatWmDVrFtTU1CrLMES1flDQRLHO2N3d\nHTNmzMC1a9dQUFAAe3t7ru6XkJDAsWPHEBQUxFOJA7elFIBw6oz53ZGCU9LS0lizZg1iY2MRGBiI\n48ePIywsDJGRkRg6dGiVGzhfvnwJIyMjODo6Yv78+UKPmd969+6Nli1bIjExke1QKmVlZSElJaVe\ndPegeEcTY4riUdOmTbFz5044OzvTY5VroK6uDg8PD6SmpuLs2bNo0aIFpk6dik6dOlWWYTSmJFnU\nEuNbt27h77//xsKFC7FkyRJs2bIF4uLiXI+jpKSEP//8E1OnTsXTp0+5upfbUgpAOHXGvBwFzU+a\nmpq4cuUKRowYAWtra1haWsLOzg6DBw+Gv79/5WrqmzdvYGxsjMmTJ8PV1ZW1ePlN1Mopjh49ijFj\nxqBJkyZsh0IJEE2MKaoOzMzMMHDgQKxZs4btUOqF3r17w9PTE/fu3UNERASkpaUxfvz478owGnqS\nrK2tjdzcXDx+/JjtUEAIweLFi+Hu7o7du3dDT08PBgYGPI9nYGAAV1dXjBs3jqvDKrgtpQAALS0t\nfPz4UaB/jmytGH9LQkICixcvxpUrV3DmzBkcOXIEhw4dwokTJyprrU1MTGBtbc1xXXh9YWtri7Cw\nMJHpeFNxqAfVsNHEmKLqaPPmzdi3b59IN6QXNQzDQENDA+vWrcODBw8QHh4OhmEwbty478owGmKS\nLCYmBnNzc6Ge3ladqKgovHjxAqNGjcKWLVuwcePGOo/p4uICVVVVrurveSmlEBMTg6mpqcDKKfLy\n8vD69Wt07txZIONzq2vXroiLi4ODgwOmTp0KQ0NDmJiYYNCgQVBUVMSqVavYDpHvunbtChUVFZGo\nyb99+zZyc3Pr9MKRqh9oYkxRddSuXTusXbsWjo6OIrdRpD5gGAba2trw8vJCRkYGjh07hpKSElhZ\nWX1XhtGQiEI5RUlJCRYvXoyNGzfC3d0djo6O6NixY53HZRgG+/fvR1xcHIKDgzm6h5cVY0Cwdcap\nqano3bs3T2UlgiImJoaZM2fi5s2bSE5Ohre3N0xNTZGfnw8zMzM8efKE7RD5ztbWFiEhIWyHgcOH\nD2PixIkQE6NpU0NHv8MUxQczZ84EAOzevZvlSOo3hmHQr18/+Pj4IDMzE4cOHUJhYSFGjhz5XRlG\nfWdqaop//vmH61VSftqzZw+UlJTQunVrxMfHY9myZXwbW1ZWFidOnICLiwtu375d6/W8rBgD5X+O\n8fHxAnmrXRTKKKojJyeHDx8+YOjQobhx4wb09PRgaGiI/v37Y9euXQ3qnRYbGxuEh4ez+rtSWlqK\nI0eO1Mue0BT3aGJMUXxQ0dvY3d0dL1++ZDucBoFhGOjp6cHX1xdPnjzBnj178OHDB5iamn5XhlEf\nKSgooEePHqztuM/Ly4Onpyc2btyIhQsXYsOGDXzv1dunTx/4+/vD2toaHz9+rPFaXjbfAeXv1qip\nqeHatWu8hlktQRwFzQ+FhYUYPXo0evXqhaioKKSmpiI3Nxf79u2Dl5cXdu3aBQsLCzx//pztUPlC\nTU0NPXr0QGxsLGsxJCQkoG3btujVqxdrMVDCQxNjiuITDQ0NTJ8+HS4uLmyH0uCIiYlh0KBB8PPz\nw7NnzxAQEIDXr19j+PDh0NbWxoYNG5CRkcF2mFxhs5zCy8sLFhYWSEtLQ1lZmcBWwiZOnAhzc3NM\nmzatxlVMXkspAMF1p2Cjh3FtPn/+DCsrK3To0AFBQUEQExND69atcejQIezYsQNr166FhoYG+vfv\nj379+mH//v0NYvWY7XIKegR0I0MIYeWjX79+hKIamoKCAtKpUycSHR3NdiiNQklJCTl//jxxcnIi\nbdu2JTo6OsTb25tkZmayHVqtLl26RLS0tIQ+75MnT0irVq3IgwcPiIqKCrl06ZJA5/v8+TMZMGAA\n+eOPP6q9Jjs7m7Rt25an8WNjY8nAgQN5Da9KZWVlRE5Ojrx584av49bF58+fyciRI4mdnR0pKSmp\n8pq8vDzi7OxMlJWVyaZNm4i2tjYZNWoUycrKEnK0/JWdnU1atmxJioqKhD53QUEBadmyJcnOzhb6\n3BR/AbhOOMhP6YoxRfFRs2bNsGPHDsyZM0ckj/1taMTFxWFgYIAdO3YgKysLvr6+ePz4MQYMGFBZ\nhsFtT11h0dPTw7Nnz4R+rPjy5csxd+5cBAcHY+jQoRg8eLBA55OWlsbx48exefPmak+q47WUAgCG\nDBmCu3fvIjc3tw5Rfu/58+do1qyZyBz7W1xcDFtbWzRt2hSHDh2qdkNgixYtsH37doSEhGDXrl3o\n1KkTevbsCW1tbRw+fLjerh4rKSmhb9++rBymdPr0aQwYMABKSkpCn5tiB02MKYrPRowYAV1dXZ6P\nx6V4Iy4uDkNDQwQGBiI7OxsbNmzAgwcP0K9fv8oyDFGqu5SQkICJiYnAT2/71rVr15CQkABbW1vs\n2LEDPj4+QplXVVUVwcHBmDhxYpUvBOpSStGkSRPo6+sjLi6urmFWEqWNdyUlJZgwYQLKyspw9OhR\nSEpK1nqPvr4+bt68CXV1dRw6dAhOTk7w9vbGmDFj8OrVKyFEzX9slVPQ3sWND02MKUoA/P39sWvX\nLty9e5ftUBqliqRz165dyMnJwerVq5GamgptbW3o6+tj69atQl+prYow64wJIfVuvuwAACAASURB\nVFi0aBHWrl2LNWvW4Pfff4eqqqpQ5gYAExMTODk5wcbG5qckmNeuFBX4XWcsKolxaWkppkyZgvz8\nfBw/fhxSUlIc39ukSROsX78e586dQ0REBNq1awdlZWVoaWkhNDRUgFELhrW1NaKiolBQUCC0OV+9\neoVLly7ht99+E9qcFPtoYkxRAqCkpARPT0/Mnj2b9jZmmaSkJMzNzbF3717k5ORg+fLlSElJQZ8+\nfSrLMNjqJGJubo6YmBiUlpYKfK6TJ08iLy8PXbp0QWJiIpYsWSLwOX+0bNkytGzZEkuXLv3u8bqs\nGAP/72fMr1IBto+CBoCysjLMmDEDb968QXh4OKSlpXkaR1tbG1evXoWZmRlCQkIwYcIEeHh4wMbG\nBm/evOFz1ILTpk0bDBo0CGfOnBHanCEhIRg9ejRkZGSENifFPpoYU5SAODo6ori4GPv372c7FOo/\nUlJSGDlyJA4cOICcnBy4urriypUrUFdXryzDeP36tdDiad++Pdq3b4+kpCSBzvP161csWbIEGzdu\nxKJFi+Dt7Y1mzZoJdM6qiImJITg4GKdOncLx48crHxcXFwchhOcXCD179kRZWRnS09P5EifbK8Zl\nZWWYPXs2Hj9+jNOnT6Np06Z1Gk9CQgJLlixBYmIikpOTIScnBxkZGWhqaiI8PJxPUQuenZ0djh07\nJrT5aDeKxomjxJhhGAuGYdIZhslgGMatiud/ZRjmNsMwNxmGuc4wjD7/Q6Wo+kVcXBxBQUFYtmyZ\nUJMtijPS0tIYPXo0goODkZOTg/nz5+PChQvo3r17ZRnG27dvBR6HMMopduzYgR49eiArKwtSUlIY\nP368QOeriby8PMLCwuDk5IT79+9XPl6XDXgMw/DtFLwvX74gMzMTPXv2rPNYvCCEYN68ebh79y7O\nnDnD1xcw3bt3xz///AN7e3ucOXMGo0aNwtKlSzFx4kS8f/+eb/MIipWVFeLj42vti80P9+/fx4sX\nL2BkZCTwuSjRUmtizDCMOIAdAEYA6AVgPMMwP3a5jgOgRQjRBjAdwB5+B0pR9ZGWlhamTp2KRYsW\nsR0KVYMmTZrAysoKR48eRU5ODpycnBAXF4cuXbpUlmEIKnEQdGL8/v17eHl5YfXq1VixYgW2bNkC\nhmEENh8ndHR0KjeD5efnA6h7OQW/6ozv3buHLl268Fy6UBcVdeDXrl1DZGQkWrRowfc5xMTEMHv2\nbKSkpODly5eQkpJCaWkpNDQ0hFqmwIuWLVti+PDhOH36tMDnOnz4MCZMmAAJCQmBz0WJFk5WjPUA\nZBBCMgkhXwEcA/DrtxcQQvLJ/4u7ZADUz54wFCUAq1evxsWLF/m6a54SnKZNm2LMmDEICQlBdnY2\nHBwcEBUVhU6dOlWWYXz48IFv8w0ZMgT37t3Du3fv+Dbmt9auXQtra2uEh4fD1NQU/fv3F8g83Jox\nYwYGDx6MmTNnghBS5w14JiYmuHjxIr58+VKnuNgqoyCEYPny5UhISEB0dDTk5OQEOp+qqioiIiKw\ncuVKJCQkQF9fH7///jumTZvG159vfhNGOUVZWRmOHDlCu1E0Upwkxu0BfNvj6MV/j32HYZjfGIa5\nD+BvlK8aUxQFQEZGBtu3b8ecOXPw+fNntsOhuCAjI4Nx48YhLCwMWVlZmDJlCv766y+oqalVlmHU\n9W1daWlpDBs2DDExMXyK+v8yMjIQHBwMe3t77N69G15eXnyfoy62bduG9PR0bN++vU6lFADQqlUr\nqKur49KlS3WKia2joD09PfH3338jJiYG8vLyQpmTYRiMHz8ed+7cgYSEBBiGQW5uLjQ0NFg7lbE2\no0ePxqVLlwT2QhIALl26BBkZGWhrawtsDkp08W3zHSHkJCGkJwArAGuruoZhmFn/1SBfr0+7YSmq\nriwtLaGpqSlyiQnFuebNm8POzg7h4eF4/vw57OzsEBYWhg4dOlSWYXz69ImnsQVVTrF06VIsXrwY\nPj4+WLhwIZSVlfk+R100bdoUYWFhlT2/65IYA+BLnTEbR0Fv2LABoaGhiI2NRevWrYU6NwAoKCjg\nyJEj2LZtG27cuAENDQ3MmjULM2fORF5entDjqUnz5s1hbm4u0E2DFb2L2S45olhS29F4AAYBiP7m\n82UAltVyTyaANjVdQ4+EphqbFy9ekDZt2pB79+6xHQrFR7m5ueTgwYNk1KhRRFZWlowZM4YcO3aM\nfPr0ieMxHj16RNq2bUtKS0v5FteFCxeImpoaiY6OJh07diSFhYV8G5vfIiIiiLi4OLl69Wqdxrl4\n8SLR1tau0xjt2rUjz549q9MY3Ni4cSPp3r27yBw5/PHjRzJnzhyipKRETE1NiZqaGomNjWU7rO+c\nOHGCGBkZCWTsoqIi0qpVK6H+DFDCAQ6PhOYkMZb4L9HtBEAKwC0AvX+4pisA5r//1wGQVfF5dR80\nMaYao61bt5Jhw4aRsrIytkOhBOD9+/dk3759xMLCgsjKypKxY8eS48ePk4KCglrv7d69O0lJSeFL\nHKWlpaR///4kODiYaGlpkdDQUL6MK0itW7cmAwYMICUlJTyP8fXrVyInJ0devnzJ0/2vX78mLVu2\nFNrv55YtW0jnzp3J8+fPhTIfN86fP0+6detGhg4dSpSUlMicOXO4erEnSIWFhaRly5YkJyeH72Of\nOHGCDB8+nO/jUuzjNDGutZSCEFICYC6AaAD3AIQSQu4yDDObYZjZ/11mDSCVYZibKO9gYftfEBRF\nfcPJyQkFBQU4ePAg26FQAiAvLw97e3tERUUhMzMT5ubm2LVrF5SVlWFnZ4eTJ0+iqKioynv5WU5R\nsTkpPz8fsrKyGDt2LF/GFSQlJSUAgLu7O89jSEpKwtDQkOd67YqDPYTxFnpQUBD8/PwQHx8PFRUV\ngc/HLQMDA9y6dQuDBw9GSUlJZYnJ+fPn2Q4NTZs2haWlJcLCwvg+Nu1dTNWaOQvqg64YU41VcnIy\nUVRUJG/evGE7FEpIXr9+TYKCgoiRkRGRk5MjEyZMIKdOnSJFRUWV10RGRhIDA4M6z1VYWEg6dOhA\noqKiSNu2bfm2Ci1offv2JTExMURVVZWcPn2a53ECAgLI5MmTebrXz8+PODs78zw3p/bu3UtUVVXJ\no0ePBD4XPyQnJxNtbW2io6NDFBUVybx58zh6F0SQzpw5Q/T19fk65rt374isrCz58OEDX8elRAP4\ntWJMURR/6ejoYOLEiXB1dWU7FEpIFBQUMGvWLMTFxSE9PR36+vrw8/ODkpISpkyZgjNnzmDQoEFI\nSUmpc5cLf39/6OrqIjY2FpaWlujbty+fvgrBkpKSQvPmzREaGgoHBwc8evSIp3HMzMxw7tw5no5i\nF8ZR0IcPH4aHhwdiY2PRuXNngc7FLzo6Orh27RrGjh2LkpISJCYmQlNTs84dQOrC1NQUaWlpeP78\nee0Xc+j48eOwsLAQeKs8SrTRxJiiWLBmzRrExcUhISGB7VAoIWvbti3mzJmDhIQEpKWlQU9PD3/8\n8Qc6d+4MWVlZ+Pr68tzP9/Xr19i0aRPmzJmDAwcOYP369XyOXnAq+hgPHDgQq1atgrW1dbVlJzXp\n3LkzWrRogTt37nB9r6B7GIeGhmLJkiU4d+4cunfvLrB5BEFSUhLLli3DpUuXIC0tDQkJCVhZWWHx\n4sU8fZ/qSkpKCr/99htCQ0P5NmZwcDDtXUzRxJii2NC8eXNs27YNjo6OdT6QgKq/lJSUMHfuXFy4\ncAF37tyBnp4edu/eDWVlZTg4OODcuXNctTBbtWoVpkyZgq1bt2LJkiVo27atAKPnr2/7GDs5OaF3\n795wcnKq2ODNFV5OwSstLUVaWhr69OnD9XycOHnyJObNm4fo6Gj06vXj4bH1R8+ePXHhwgXMmzcP\nhBBER0ejb9++uHr1qtBjsbW1RUhICF/GyszMRHp6OiwsLPgyHlV/0cSYoljy66+/Ql1dHT4+PmyH\nQomA9u3bY8OGDZCWlkZycjJ69eoFDw8PKCsrw9HREXFxcSgpKan2/rS0NJw4cQJDhgxBWloa5s+f\nL8To605KSqpypZxhGOzatQtJSUnYu3cv12Px0s/40aNHaNu2rUCOYT5z5gxmz56NqKgoVg4P4Tcx\nMTE4OTkhJSUFqqqqKCoqwsiRI7F8+XKhvtA3NDTE06dPeS67+daRI0dga2sLSUlJPkRG1Wc0MaYo\nFm3btg1bt27FgwcP2A6FEgE9e/YEABQWFsLFxQVXrlxBUlISunbtCjc3N7Rv376yDKO0tPS7e11d\nXbF06VKsWrUKvr6+kJaWZuNL4NmPJ9/JyMjgxIkTWL58OZKTk7kaa/jw4bh69SoKCgo4vkdQZRTR\n0dGYPn06IiIi6k29N6c6dOiAv//+G+vXr4eYmBiOHz+Ovn37cv394pWEhATGjh1b51VjQkjloR4U\nRRNjimKRqqoqVq5ciTlz5vD0ljHVsDAM81Pbto4dO8LV1RVJSUm4fPky1NTU4OLiAhUVFcydOxcX\nL15EdHQ0Hjx4AAkJCbRt2xa//vori18Fb6SkpH4qG+nRowcCAgIwduxYvH//nuOxZGVloaOjgwsX\nLnB8jyCOgo6Pj8fkyZNx6tQp6Onp8XVsUcEwDCZNmoS7d+9CV1cX79+/h7GxMVatWsVzrTw3+FFO\nkZSUhLKyMgwYMIBPUVH1GU2MKYplc+fORW5uLg4fPsx2KJQIqKmfcefOneHm5oaUlBRcuHABysrK\ncHZ2hqWlJTp27AhPT09s3ry5Xh5lW7H57kfW1tawtrbGpEmTuOo0wW2dMb+Pgr548WLlseGDBw/m\n27iiSlFREX/++Sd27dqFZs2a4cCBA9DV1cWtW7cEOq++vj7evn2Le/fu8TwGPQKa+hZNjCmKZRIS\nEti1axdcXV3x7t07tsOhWGZkZITExEQUFhbWeF23bt2wfPlyzJ8/H1paWvj06RMYhoGlpWVlGUZ9\nehfix1KKb3l5eSE/P5+rLhvc1hnzs5Ti8uXLsLa2xp9//gkDAwO+jFlf/PLLL7h37x4sLCzw4sUL\nGBgYYN26dVxtIuWGmJhYnVaNi4uLcezYMVpGQVWiiTFFiQBdXV3Y2Nhg6dKlbIdCsUxOTg46Ojoc\nnTCWn58PDw8PLFmyBI8ePcL9+/dx9uxZyMrKwt7e/rsyDFFPkqsqpaggKSmJkJAQBAYGcpzs9u3b\nF69fv+aoz21+fj5evnyJrl27chVzVa5fvw4rKyscOnQIxsbGdR6vPpKTk0NQUBDCw8MhLy+PHTt2\nQFdXF3fv3hXIfLa2tjh27BhPP+Pnzp1D165d0aVLFwFERtVHNDGmKBGxbt06nD17FhcvXmQ7FIpl\nnB4PvXHjRhgaGmL//v1Yvnw5FBQU0Lt3b6xevRppaWk4c+YMmjRpgokTJ6JLly6VZRiimCRXV0pR\nQUlJCX/++SemTJmCp0+f1jqeuLg4TE1NOUqkU1NToa6uDnFxca5i/tHNmzcxatQo7Nmzh7b9Qvkm\nyLS0NEyaNAlPnjzBwIED4e3tXWN3FV7o6enhy5cvPJVt0COgqR/RxJiiRISsrCy2bt0KR0dHoWxa\noUQXJ4lxVlYWduzYARMTE2RmZsLZ2fm75xmGgYaGBtauXYv09HSEh4dDTEwM48aNQ/fu3bFixQrc\nunVLZJLkmkopKhgYGMDV1RXjxo3jqC0Yp3XG/Nh4l5qaihEjRiAgIACjR4+u01gNSbNmzbBx40bE\nxcVBRUUFvr6+6N+/P9LT0/k2B8MwPJVT5OXlISoqCjY2NnyLhar/aGJMUSLkt99+Q5cuXbBx40a2\nQ6FYpKWlhY8fPyIzM7Paa1auXIkZM2bA29sbmzdvhpSUVLXXMgwDbW1tbNiwARkZGQgJCUFJSQms\nrKzQs2dPuLu7IzU1ldUk+ds+xjVxcXGBqqoqFi5cWOu1ZmZmiIuL+6m13Y/quvHu/v37MDMzg5+f\nH8aMGcPzOA2Zrq4ubt++jQULFiAjIwP9+vWDr69vrd8bTtnZ2XFdTnHixAkYGhqidevWfImBahho\nYkxRIoRhGGzfvh1+fn7IyMhgOxyKJWJiYjA3N692tfPGjRs4e/Ys5OXl0bFjR4wcOZLjsRmGgY6O\nDnx8fJCZmYnDhw9XHtBQUYZRlx3+vOJkxRgoj3///v2Ii4tDcHBwjde2b98eSkpKuH79eo3X1WXj\n3cOHD2FiYgJvb2/Y2dnxNEZjISkpiZUrV+LatWvo0aMH1q5dCz09Pb78XaelpQVpaWkkJSVxfA/t\nXUxVhSbGFCVi1NTU4ObmxvNxuFTDUF05BSEEixYtwqJFi7Bp06Y6tWdjGAb9+/eHr68vnjx5gn37\n9iEvLw+mpqaVZRjCOnymps13P5KVlcWJEyfg4uKCO3fu1Hhtbd0pCCE8l1I8fvwYJiYm8PT0xJQp\nU7i+v7FSV1dHUlIS1q1bh/T0dGhpacHf35+rdnw/qiinOHbsGEfXv3jxAjdu3IClpSXPc1INE02M\nKUoEzZ8/H69fv8aff/7JdigUS0xNTZGQkPBTecGZM2fw6tUrZGRkYPz48ejVqxdf5hMTE8PAgQOx\nefNmPHv2DIGBgXj79i2GDx/+XRmGoNS2+e5Hffr0gb+/P6ytrfHx48dqr6utzjgrKwvS0tJQVFTk\nKt5nz57ByMgIbm5umDFjBlf3UuU/b7///jvu3r0LHR0drFixAnp6enj8+DHPY9ra2iI0NJSjBPvo\n0aOwtrZGkyZNeJ6PaphoYkxRIkhSUhJBQUFYtGgRcnNz2Q6HYkGbNm3Qs2dPXLp0qfKx4uJiuLq6\nwtnZGeHh4Vi9erVA5hYTE8OQIUOwZcsWvHjxAlu3bkV2djb09fXRr1+/yjIMfuK0lOJbEydOhJmZ\nGezt7at9d8XAwAC3bt2qNnnmpYwiKysLRkZGWLBgAebMmcPVvdT31NTUcOHCBezYsQPp6eno3bs3\ntm7dytO7Zb169UKrVq2++52pCiGEdqOgqkUTY4oSUQMGDMCYMWPg5ubGdigUS34sp9i1axdUVVUR\nHh4ODw8PtGrVSuAxiImJwcDAANu3b0dWVlZl2cXAgQOhp6cHX19fjtqn1YabUopvbdq0CdnZ2fD1\n9a3y+aZNm2LQoEGIj4+v8nluyyhevnwJIyMjODo6Yv78+VzHS/2MYRhMmzYNGRkZMDAwwJIlS9C/\nf388e/aM67EqNuHV5Pbt28jLy4O+vj6vIVMNGE2MKUqEbdiwAWfOnEFiYiLboVAssLCwQFRUFADg\n48ePWLt2LSwtLZGTk4PZs2cLPR5xcXEYGhoiICAA2dnZ8PLywoMHD6Crq4uBAwfCz8+PowM1qsJt\nKUUFaWlpHD9+HJs2bUJCQkKV19RUZ8xNR4o3b97A2NgYkydPhqurK9exUjVr27Ytzp49iyNHjuDh\nw4fo0aMHtm/fztXqsa2tLcLCwmrslRwcHIxJkyZBTIymQNTP6E8FRYkwOTk5+Pn5wdHRUWBHqlKi\nS09PD1lZWcjKysKGDRswYsQIbNu2DX5+fpCQkGA1NgkJCRgbG2PXrl3Izs7GmjVrkJqaCm1tbQwZ\nMqSy/IJTvJRSVFBVVUVwcDAmTJhQ5ZwVdcZVJVicllK8e/cOJiYmGDNmDFauXMlTnBRnrK2t8fTp\nU4wcORIuLi7o378/srKyOLq3S5cu6NChQ7UvkkpLS3H06FHajYKqFk2MKUrEjRs3Dqqqqti0aRPb\noVBCVnF62+HDh7F3716oqKhAXV0dZmZmbIf2HUlJSZiZmWHv3r3IycnBypUrkZKSgj59+lSWYbx8\n+bLGMTjtY1wdU1NTODk5wdbW9qcEu0+fPvj8+TMePXr03eNfv35FRkYG1NXVaxz7w4cPMDMzg4WF\nBdasWcNzjBTnWrZsiRMnTiAiIgKZmZno0qULx6vHNZVTxMfHQ1lZudbvOdV40cSYokQcwzDYsWMH\nfH19+b7hiRJ9FhYW2LFjB6ZPn46AgACRf4EkJSWFESNG4MCBA8jJycGSJUtw7do1qKurV5ZhvH79\n+qf76rJiXGH58uWQk5P7qS6fYZgqu1Pcv38fnTp1qrEzQV5eHiwsLDB06FB4e3vz3BqP4o25uTle\nvHgBGxsbLFy4ELq6usjJyanxHhsbG5w6darKF1q0dzFVG5oYU1Q90KlTp8puBLS3cePSpk0bvHjx\nAq9evcLUqVPRvXt3tkPimLS0NCwtLXHo0CHk5ORgwYIF+Pfff9G9e3eYmJhg165dePv2LQDeN999\nS0xMDMHBwTh58iSOHz/+3XNV1RnXtvEuPz8fI0eOhI6ODvz8/GhSzJJmzZrh0KFDSEhIwPPnz9Gx\nY8caV49VVVXRs2dPnD9+HPjjD2DSJGD0aJTY2UEtJAQTTE2F/BVQ9QnD1j+yurq6pLbTiCiK+r/i\n4mLo6OjA3d0dNjY2bIdDCQEhBEOGDEFmZia+fv2KzMxMtGzZku2w6qyoqAhRUVEIDQ3F2bNnMWDA\nAHTp0gVPnz7F33//XefxU1JSYG5ujosXL6Jnz54AgLdv36JLly548+ZN5fHZS5cuhaysLFasWPHT\nGIWFhRg1ahS6du2KoKAgulFLRHz9+hW///479u7dC01NTURGRqJdu3bfX5SUhEcODlBNTS3/Xn/+\nXPnUFzExSEtJASNGAMuWAf37C/kroNjCMEwyIUS3tuvobzpF1RMVvY0XLlyIDx8+sB0OJQRhYWEo\nKiqClJQUBg0a1CCSYqC8hdqYMWNw7NgxZGdnw8HBAbdu3cK5c+cwcuRIHDhwoE79u3V0dODt7Q1r\na2vk5+cDKF951+vYES/mzatcQTQPDobVw4fAmzff3f/582dYWVlBVVWVJsUiRkpKCkFBQbh27Rpe\nvXqFDh06YOvWrf+/ICAAGD4cne/cgVRZ2XdJMQBIVzx26hQwfHj59RT1DbpiTFH1zOzZsyEmJoad\nO3eyHQolQF++fEGvXr0wefJkBAcHo1WrVkhKSmI7LIGJjo7Gxo0b4eDggNDQUMTFxcHAwAA2Njb4\n5ZdfICcnx/WYM2bMQFFREY4sWADG2xvFf/0FwjCQ+qaVV1mTJuUrRP+tIH7R1MSYMWMgKyuLw4cP\nQ1xcnH9fJMVXpaWlWLRoEbZt2wYNDQ1cGD8esmvWAIWFAIAvAJwAxAJ4D6ALAC8AI74dpFkzwNcX\noAe1NHicrhjTxJii6pnc3Fz07t0b4eHhGDhwINvhUAKyadMmxMfHIy0tDUFBQRg3bhwyMjKgoKDA\ndmgCER8fj7Vr1+Kff/4BAHz69AkREREICQlBQkIChg8fDltbW4wePRotWrTgaMyioiL4de8O11ev\nIFlSAtT07x3DgDRtisCuXRHbtSuOHTsGSUlJfnxplIDdu3cPSwwNcezVK8h883gBgI0ApgHoACAS\nwHgAdwB0/HaAZs2A8+cB3VpzJqoeo6UUFNVAycvLY9OmTbS3cQP27t07eHt7o3v37ujbty/MzMxg\naGiImJgYtkMTmB+7UrRo0QITJkzA6dOn8ezZM4wdOxZ//vknVFRUKsswKsokqtP0wAG4vX0LyeLi\nmpNiACAETGEh7O/eRYihIU2K6xF1dXX8NWgQmv7wuAyA1ShPgsUAWALoBCD5xwGKigAvLwFHSdUX\nNDGmqHrIzs4Obdu2xZYtW9gOhRKANWvWwNLSEsHBwZVHHf94PHRDU1MfYzk5OUyePBkRERF48uQJ\nfvnlFxw6dAjt27fHuHHjcPz4cRT+9/Z5paQkYPFiiP1QY/oewG8oT5rUABz9Ya4mpaWQWLoUoO9o\n1h+vX4M5e7bWhOYVgAcAev/4BCFAZORPteZU40QTY4qqhxiGQUBAALy9vfHkyRO2w6H46MGDBzhy\n5AiKiorg4OCAzp07AyhvNxYdHY2ysjKWIxQMTvsYy8vLY9q0aYiMjERmZiYsLCywZ88eKCsrw87O\nDuHh4SiqWAEsKvrpfmcAUihPko4AmAPg7o8X0RXE+uXAgVovKQYwEcBUAD2ruoBhOBqHavhojTFF\n1WMbNmxAYmIiIiIiaI/VBqKiG8KJEyeQnp7+XT1tz549cfToUejo6LAYoWCkpqbCzs4OqampPN3/\n5s0bnDx5EqGhoXhy7RrSCgrKuxJ8owCAPIBUABXdoKcAUAbg/eOATZoAz54BDbSmW9AIISguLsbX\nr18rP2r6vC7XTj53DoN+ONXwW2UAJgDIA3AaQLVFMpMnA4cO8f3PghINnNYYSwgjGIqiBGPx4sXo\n27cvwsPDYW1tzXY4VB2dP38eN2/exKtXr7Bu3bqfNplVlFM0xMRYUlKyTkdCKygoYNasWZg1axY+\neXhAzNsb+CExfoDyf/S+PSJFC0BCVQNWrCC6uvIcE78QQlBSUsJzIsnPJJTTz0tKSiApKQkpKanK\n/1Z8cPN5Vc81adIEsrKylZ8r//tv9X92AGag/B2CSNSQFANAHVoEUg0HTYwpqh6TkpJCYGAgxo8f\nD1NTU8jKyrIdEsWjsrIyuLi44JdffsGlS5cwbdq0n66xsLDAhg0bsHz5cuEHKGD8OBK6QovMTKCK\nsfIB/PgbIgvgU1WDFBXhVVwc7vbrJxJJqLi4OM+JZG2fy8jI8CVh/fZzCQkJ4b2LdfkycOdOlU/N\nAXAP5S3bftyc9xN5ef7GRdVLNDGmqHpu6NChsLCwwMqVK79vdE/VK0eOHIG4uDhOnTqFI0eOVHmo\nxLBhwzBu3Dh8/PiRp76+oowfR0JX+vixyoebo/zt9O8uBVBd87eH165h7dq1XCWHLVq04FvC+u3/\n00NGaqCpCZw48dNhHk8BBAGQBvDt2XhBKK83/k7TpkANx4NTjQdNjCmqAfjjjz8qD4PoT484rXcK\nCwuxYsUKmJmZoVOnThg6dGiV1zVt2hRDhgxBXFwcxowZI+QoBauupRTfqeZFQ3cAJQAeAuj232O3\nUEWXgv/oW1riH1pzKvqmTQNWrfrpYTWUl1JwhJDycahGj74EpagGoFWrY0vD9gAAIABJREFUVvD1\n9YWjoyNKvjnVi6of/Pz8oKmpiZMnT+KPP/6o8dqG2raNn6UU0NQs3zz3AxkAYwB4oHwj3r8A/gIw\nuaox6Api/aGoWH5yIa+lGwwDjBxJN1pSAGhiTFENxsSJE9GqVSts27aN7VAoLrx8+RJ+fn4QFxeH\nk5MT1NTUary+IjFmq6OQoNTUx5hrNaz87QRQBEAR5Z0KAlDNijFdQaxfli0rfzHDi6ZNy++nKNDE\nmKIaDIZhsHPnTqxfvx7Pnj1jOxyKQx4eHjAzM0NycjKWLl1a6/U9evSAmJgY7t27J4TohIevK8aK\niigaPhxVdXxuBeAUyleMn6E8Of4JXUGsf/r3B/H1xWdxce7ua9YM8PWlx0FTlWhiTFENSPfu3TFv\n3jzMmzeP7VAoDqSmpuLUqVNIT0+Hl5cXmjdvXus9DMM0yHKKisS4rivhhBAEBwfj1ytXUCLB4zYa\nuoJYLx1r2RI+CgogzZrVXlbBMP9PiufMEU6AVL1AE2OKamCWLl2K+/fv49SpU2yHQtVi8eLFMDc3\nh4SEBCZO/GmffLUsLCwQFRUlwMiET0xMDOLi4nWqkc/KysLo0aPh6+sL77g4SG3dWp78cIOuINZL\n2dnZWLBgAUZFRIA5fx747bfyOvMfyyuaNi1//LffgPPnaVJM/YR2paCoBkZaWhpBQUGYPHkyjI2N\nfzokghIN0dHRePToEVJTUxEWFsZVOy4jIyNMnjwZBQUFkJGREWCUwlWxaiwpWeMxDD8hhODgwYNY\nsmQJnJycEB4eDikpKaDiIJTFi8uPea5pNZphypMmuoJY7xBC4ODggDlz5kC34gXNiRPAmzflh7Tc\nuVN+eIe8fPmGymnTaJkMVS16JDRFNVD29vZo2bIl/Pz82A6F+kFpaSm0tbWhrq4OKSkpHD58mOsx\nDA0NsXjxYowaNUoAEbJDTk4Oz54946pH8/Pnz+Ho6IicnBzs378f2traP190/Trg5QVERpYnwEVF\n/3+uadPyhHnkyPLyCbpSXO/s3r0bQUFBuHz5MtcvqqjGgx4JTVGN3MaNG9G7d29Mnjy5QR4hXJ/t\n27cPMjIyiIuLw61bt3gao6LOuCElxtz0MiaEYN++fXBzc8O8efPg5uZWfVKkq0tXEBuox48fY/ny\n5Th//jxNiim+oIkxRTVQbdq0gY+PD2bNmoWrV69CnNvd2pRAfPr0CR4eHujTpw/mz58PFRUVnsax\nsLDA2LFj+RwduzjtTPHs2TPMnDkTb9++RVxcHDQ1NTmbQEEBcHWtY5SUqCgrK8O0adPg5uaGXr16\nsR0O1UDQzXcU1YBNnToVzZs3x44dO9gOhfqPj48PNDU18eDBAyxevJjncTQ1NZGfn4+MjAw+Rseu\n2noZE0IQFBSEfv36YdiwYbhy5QrnSTHV4Pj7+4MQggULFrAdCtWA0BVjimrAGIZBYGAg9PX1MWbM\nGJ5XJyn+eP78OXbu3In27dvDx8cHzbjtmPCNirZt0dHR6Nq1Kx+jZE9NK8ZPnjyBg4MD8vLykJCQ\ngN69qzvImWoM7t27By8vL/puGMV3dMWYohq4nj17wtnZGfPnz2c7lEZvxYoVGDx4MOTk5GBra1vn\n8RpaP2MpKamfEuOysjIEBARAV1cXpqamSExMpElxI1dcXIwpU6Zg3bp16Ny5M9vhUA0MXTGmqEZg\n2bJl0NTUREREBEaPHs12OI1ScnIyzp07BwA4c+YMmNoOIOCAiYkJZs6ciS9fvkBaWrrO47Htx813\nmZmZmDFjBoqKinDx4kWoq6uzGB0lKry8vNCmTRvMmjWL7VCoBoiuGFNUI9CkSRMEBgZi7ty5yM/P\nZzucRocQgkWLFkFbWxsjRoz4f6/VOmrdujV69+6Nf//9ly/jsa2ilKKsrAzbtm2Dnp4eRo0ahUuX\nLtGkmAJQ/gJz+/bt2LNnD19eXFLUj+iKMUU1EkZGRhg2bBhWr14NX19ftsNpVP766y9kZ2fj/fv3\nuHPnDl/HriinMDY25uu4bJCSksLjx4+xePFilJSU4NKlS+jRowfbYVEi4vPnz5gyZQr8/PzQvn17\ntsOhGii6YkxRjYivry8OHTqEmzdvsh1Ko/H161e4urpCQUEBixYtgpKSEl/Hbyh1xmVlZXj9+jVm\nzpwJKysrXLhwgSbF1Hc8PDygrq6OCRMmsB0K1YDRxJiiGhFFRUV4eXnB0dERpaWlbIfTKAQGBkJO\nTg45OTlYuHAh38fX1dVFTk4OXrx4wfexheXBgwcwMDDA27dvsWXLFixcuJB2GqC+8++//+Lw4cMI\nCAigJRSUQNHEmKIaGXt7e0hLSyMwMJDtUBq83NxcrFu3Dh8/fsTGjRvRpEkTvs8hLi4OU1NTREdH\n831sQSstLcWmTZswePBg2NjYYNCgQVCgJ9BRP8jPz8fUqVMRGBhIfz4ogaOJMUU1MmJiYggMDMTq\n1auRnZ3NdjgN2vr169GjRw8oKytjzJgxApunPpZT3L9/H/r6+oiIiMDVq1cxb968Ktu1UZSrqysM\nDAzwyy+/sB0K1QjQxJiiGqFevXrB0dGRnhglQJmZmdi3bx/S09Ph7+8v0Ld/zczMEBsbi5KSEoHN\nwS8lJSX4448/oK+vj0mTJiE+Ph5dunQBUHUfY6pxi46ORmRkJPz9/dkOhWokaFcKimqkVqxYAQ0N\nDURGRmLkyJFsh9PguLm5QV1dHb1794a2trZA51JSUkLHjh1x9epVDBkyRKBz1UVaWhrs7e0hIyOD\npKQkdOrU6bvnf+xjTDVuubm5cHBwwIEDByAnJ8d2OFQjQVeMKaqRatq0KXbu3AlnZ2cUFhayHU6D\nkpiYiIsXLyI9PR3r1q0TypyiXE5RUlICLy8vGBgYwN7eHrGxsT8lxUDNR0JTjc+8efNgZWXVIFoR\nUvUHTYwpqhEzMzPD4MGDsWbNGrZDaTAIIXBxcUHbtm3h5uYGRUVFocwrqolxamoqBg0ahPj4eCQn\nJ2P27NkQE6v6nx5aSkFVCA8Px9WrV+Hj48N2KFQjQxNjimrkNm/ejH379vH94InGKiQkBO/evUNB\nQQHmzZsntHkHDRqEhw8f4vXr10KbsybFxcVYt24dDA0N4ejoiHPnzkFNTa3Ge2gpBQUAr169gpOT\nEw4ePIhmzZqxHQ7VyNDEmKIaubZt22LdunWYNWsWysrK2A6nXvv8+TPc3NxQXFyMTZs2QUpKSmhz\nS0lJwdDQEDExMUKbszq3b9/GgAED8O+//yI5ORkODg4cbT6kpRQUIQSzZ8+Gvb09Bg0axHY4VCNE\nE2OKouDg4AAxMTHs3r2b7VDqta1bt0JWVhbdunXD6NGjhT6/hYUFoqKihD5vha9fv8LT0xMmJiaY\nO3cuoqKi0KFDB47vl5KSoivGjVxwcDAyMzOxevVqtkOhGinalYKiqMrexkZGRvj111/Rrl07tkOq\nd968eVNZD3n06FFWTueysLCAu7s7ysrKqq3jFZQbN27A3t4e7du3R0pKClRUVLgeg64YN27Pnz/H\n4sWLERMTA2lpabbDoRopumJMURQAQENDAzNmzICLiwvbodRLnp6eUFFRgZ2dHfr06cNKDGpqamjT\npg1SUlKENufXr1/h4eEBc3NzuLi44MyZMzwlxQDdfNeYlZWVYfr06ViwYAG0tLTYDodqxGhiTFFU\nJQ8PD1y5cqVeHi/Mpvv37+PIkSPIzs6Gp6cnq7EIsztFcnIydHV1cePGDdy8eRNTpkyp00o53XzX\neAUEBODTp09YsmQJ26FQjRxNjCmKqtSsWTPs2LEDTk5OKCoqYjucesPV1RWKiopYuXIl2rRpw2os\nwkiMv3z5ghUrVmDkyJFYsmQJ/vrrLygrK9d5XFpK0Tg9fPgQq1evxsGDByEhQSs8KXbRxJiiqO+M\nGDECurq6QjuYor6Lj49HUlISGIaBk5MT2+HAwMAAt2/fRm5urkDGT0pKgo6ODtLS0nDr1i1MmjSJ\nb/XUtJSi8SktLcW0adPg7u6OHj16sB0ORdHEmKKon/n7+2PXrl24e/cu26GItNLSUixcuBBiYmLw\n8/ODpKQk2yGhSZMm0NfXR1xcHF/HrWhFZ2lpCXd3d4SHh/N9kyYtpWh8fH19IS0tjblz57IdCkUB\noIkxRVFVUFJSgqenJ2bPnk17G9cgODgYeXl50NbWxogRI9gOpxK/yymuXLmCvn37IiMjA7dv34ad\nnZ1Aum7QUorG5c6dO/D19cX+/fuF3kWFoqpDfxIpiqqSo6MjiouLsW/fPrZDEUkFBQVYtmwZPnz4\ngM2bN7MdzncqEmNCSJ3GKSoqgqurK6ysrLBmzRqEhYWhbdu2fIryZ7SPcePx9etXTJ48GT4+PrWe\niEhRwkQTY4qiqiQuLo6goCAsX75cZI4ZFiWbNm2CjIwMpk6dip49e7Idzne6desGKSmpOpXCJCYm\nQltbG8+ePcOdO3cwbtw4PkZYNbpi3HisXbsWqqqqsLe3ZzsUivoOTYwpiqqWlpYWpk6dikWLFrEd\nikjJycnB5s2b8eHDB6xatYrtcH7CMAzP5RSFhYVwcXGBtbU1NmzYgJCQECgoKAggyp/RzXeNw7Vr\n17B7927s3r2blYNwKKomNDH+X3t3H99zvf9x/PHejCkXTUmlRIpyQjEhmYsZW6eTq9OvI8xVzcg1\nORSFRFLK1VwUZk7XnNQJDbmaolxTOUWU4+LkIllsLra9f3+MjjT23fb9fj/ffb/P++3mln33+bzf\nz3M+4eXd6/3+iMgVjRgxgpSUFJYvX+50FJ8xbNgwSpcuzahRowgLC3M6To7yUxinpKRQs2ZNfvrp\nJ3bs2EHbtm09lC5n2nzn/9LT04mNjWXy5Ml6w6b4JBXGInJFV199NVOmTKFHjx6cPn3a6TiO27Zt\nGwsWLKBEiRLExcU5HeeymjRpwhdffMHJkydzvfbUqVP07duXRx99lPHjx/Pmm286ch6zWin839Ch\nQ6lVq5ZXWnNE8kOFsYjk6qGHHqJmzZqMGTPG6SiOstYyYMAAQkJCmDhxok+/jKBkyZLUqVOHVatW\nXfG61atXU6NGDX7++We++uorWrVq5Z2AOVArhX9buXIl8+fPZ8qUKU5HEbksFcYi4pKJEycybdo0\ndu7c6XQUxyxZsoQdO3ZQr149mjVr5nScXF2pneLkyZP06tWL9u3b89prrzFv3jzKlCnj5YS/p1YK\n/5WamkqXLl2YOXOm4/+eiVyJS4WxMSbaGPOtMWa3MWZIDt9vb4zZbozZYYz53BhT0/1RRcRJ5cuX\n59lnnyU+Pr7Ax4AVRhkZGfTr14/Tp0/73PFsl3O5wnjFihVUr16dU6dOsWPHDv7yl784kO6P1Erh\nvwYMGEDz5s158MEHnY4ickW5FsbGmGBgKhADVAPaGWOqXXLZXqCRtbY68Dww091BRcR5PXv2JC0t\njcTERKejeN0bb7zByZMniYuL44477nA6jkuqV69OWloau3fvBuDXX3+lR48edOrUialTpzJnzhyf\n2jyoc4z906JFi1ixYgWvvPKK01FEcuXKivF9wG5r7R5r7VngHaDlxRdYaz+31h4//+V64Gb3xhQR\nX3DhbOMhQ4Zw9OhRp+N4TWpqKsOGDePcuXMMHz7c6Tguu/jYtmXLllG9enXOnj3Ljh07fHLlTivG\n/ufYsWPExcUxZ84cSpYs6XQckVy5snOkPPCfi77eD9S9wvXdgCUFCSUivqtWrVq0b9+eQYMGBczK\n8dixYwkODmb06NGULl3a6Th5EhERwbPPPgvA66+/TosWLRxOdHnafOd/evbsyaOPPkqjRo2cjiLi\nErduqTbGNCG7MH7gMt+PA+IAKlSo4M6pRcSLRo0aRbVq1Vi1ahWNGzd2Oo5H/fjjj0yZMoUKFSrQ\ntWtXp+PkySeffMIzzzzDkSNH2L9/P9dff73Tka5Im+/8y7vvvsuOHTsC5i/Q4h9caaU4ANxy0dc3\nn//sd4wxNYA3gJbW2mM5DWStnWmtDbfWhnvrTUoi4n4lSpRg8uTJdO/enTNnzjgdx6MGDx5McHAw\nCQkJBAcHOx3HJb/88gtdu3YlPj6exMREwsPD2b59u9OxcqVWCv9x6NAh+vTpQ1JSEsWLF3c6jojL\nXCmMNwB3GGMqGWOKAn8DPrr4AmNMBeCfQEdr7XfujykivqZly5ZUq1aNF1980ekoHvPll1+yZMkS\nGjduXGj+U/CiRYuoXr06oaGh7Nixg6ioKKKjo1myxPc73NRK4R+stTz++OPEx8cTHh7udByRPMm1\nMLbWZgC9gGRgJ/CetfZrY0y8MSb+/GXPAtcCCcaYrcaYjR5LLCI+Y9KkSUyePJnvvvO/vw9ba+nV\nqxdZWVm8+uqrTsfJ1fHjx+ncuTO9e/dm7ty5JCQk/LbZKT+vh3aCWin8w6xZszh06BDPPPOM01FE\n8sylc4yttYuttVWstZWttS+c/2y6tXb6+Z8/bq0Ns9bec/6H/oooEgBuueUWhg0bRo8ePfzubOMP\nPviAXbt20atXLypVquR0nCv66KOPuPvuuylZsiTbt2+nadOmv/t+7dq1OXz4MPv27XMooWvUSlH4\n/fDDDwwdOpSkpCSKFi3qdByRPNOb70SkQHr16sXx48f5xz/+4XQUtzl79ix9+/YlODjYp1e9jh07\nRocOHRgwYABvvfUWkydPpkSJEn+4Ljg4mObNm5OcnOxAStfpHOPCLSsri86dOzN48GDuvvtup+OI\n5IsKYxEpkCJFijBz5kyeeuopjh3Lcd9toTN16lROnjzJyy+/7LNnry5cuJDq1atz3XXXsW3btlx7\noAtDO4VWjAu3SZMmkZmZyYABA5yOIpJvxqn//BkeHm43blQrsoi/6Nu3LydPnmTWrFlORymQn3/+\nmYoVK1KhQgW2b99OUJBvrR8cPXqUPn36sHHjRmbPns0DD+R4OuYf/PTTT1StWpUjR44QEhLi4ZT5\nY60lKCiIzMxMn/v/Xa7s3//+Nw0bNmT9+vVUrlzZ6Tgif2CM2eRKq69+5xERt3j++edZunQpa9as\ncTpKgTz77LNkZWUxY8YMnyvO5s+fT/Xq1bnxxhvZunWry0UxQLly5ahcuTLr16/3YMKCMcZo1bgQ\nysjIIDY2llGjRqkolkLPrS/4EJHAVapUKSZOnEh8fDxbt24tlBtvdu/ezezZs2nRogUNGjRwOs5v\nDh8+TK9evdi2bRsLFizg/vvvz9c4F9opGjZs6OaE7nOhMC5WrJjTUcRFL774ImFhYcTHx+d+sYiP\n863lEBEp1Fq3bk3lypUZP36801HypXfv3gBMnDjR4STZrLW899571KhRg4oVK7J169Z8F8VQOPqM\ndZZx4bJlyxYmTZrErFmzMMY4HUekwLRiLCJuY4xhypQp1K5dm0cffZTbb7/d6UguS0lJYc2aNfTv\n398nXln/008/0bNnT3bu3MmHH35I3bp1CzxmvXr1+P777/npp58oV66cG1K6n84yLjzOnDlDbGws\nEyZM4Oabb3Y6johbaMVYRNzq1ltvZciQIYXqbOOsrCzi4uIIDQ3l6aefdjSLtZa3336bGjVqUKVK\nFTZv3uyWohiyi87IyEiWLl3qlvE8QT3Ghcezzz5LlSpVaN++vdNRRNxGhbGIuF3fvn05cuQIb7/9\nttNRXPLWW2+xb98+XnvtNa6++mrHchw6dIjWrVvzwgsv8PHHHzN27FhCQ0PdOoevt1PoLOPC4bPP\nPiMpKYnp06erhUL8igpjEXG7kJAQZsyYwcCBAzl+/LjTca4oPT2dvn37UqlSJTp06OBIBmst8+bN\n45577uHuu+9m06ZN1KlTxyNztWjRgqVLl5KZmemR8QtKK8a+79SpU3Tq1Ilp06ZRtmxZp+OIuJUK\nYxHxiLp169KmTRuGDBnidJQrGjduHGlpacyePduRla+DBw/y8MMPM378eBYvXszo0aM9eiJDhQoV\nuP7669m8ebPH5igIbb7zfYMHD6ZBgwa0atXK6SgibqfCWEQ8ZsyYMXz88cd89tlnTkfJ0eHDh3np\npZeIjo7mvvvu8+rc1lrmzp3LPffcQ61atdi4cSO1a9f2yty+3E6hzXe+bdmyZfzrX//ymZNbRNxN\nhbGIeEzp0qV59dVX6d69u08WO/3798day5QpU7w67/79+/nzn//Mq6++ytKlSxk5cqRXz3329cJY\nK8a+6ZdffqFbt27MmjWLa665xuk4Ih6hwlhEPOqRRx6hQoUKTJgwwekov/PNN98wf/58+vfvT/ny\n5b0yp7WWWbNmce+991KvXj02bNjAPffc45W5L9awYUN27Njhk/3faqXwXX369OEvf/kLUVFRTkcR\n8RidYywiHmWMYerUqdSpU4f/+7//47bbbnM6EgBdu3bl6quvZvjw4V6Zb9++fTzxxBMcPXqUTz/9\nlBo1anhl3pyEhobSsGFDli9fziOPPOJYjpyolcI3ffDBB6xbt46tW7c6HUXEo7RiLCIeV6lSJZ56\n6il69uzpE2cbJycns2XLFqZMmULx4sU9Ope1ltdff53atWsTERHB+vXrHS2KL/DVdgq1Uview4cP\n07NnT+bOnevocYYi3qDCWES8YsCAARw4cID33nvP0RyZmZl069aNypUr065dO4/O9cMPP9C8eXNm\nzpzJypUreeaZZwgJCfHonK66UBj7wl9ULqZzjH2LtZb4+Hg6depUoNeRixQWKoxFxCsunG08YMAA\nfvnlF8dyJCQkcPjwYebNm+ex49mysrKYNm0a4eHhREZGsm7dOu6++26PzJVft99+O6GhoXz11VdO\nR/kdrRj7ln/84x/s2rWLkSNHOh1FxCvUYywiXnP//ffzl7/8haeffpqEhASvz3/y5EmGDh1KdHS0\nx45G27t3L926dePUqVOsWbOGatWqeWSegjLGEB0dzZIlS6hevbrTcX6jzXe+4z//+Q8DBw4kOTnZ\no2dri/gSrRiLiFeNHTuWhQsXsn79eq/PPWTIEDIyMpg5c6bbx87KymLKlCnUqVOHmJgYPvvsM58t\nii/wxT5jbb7zDdZaunXrRp8+fbj33nudjiPiNVoxFhGvCgsL45VXXqF79+5s3LjRaz23Bw4cYObM\nmQwcOJAbbrjBrWN///33dO3alXPnzrF27VruvPNOt47vKU2aNKFdu3b8+uuvlCxZ0uk4gFopfMX0\n6dM5ceKEz7+5UsTdtGIsIl73t7/9jRtuuIHXXnvNa3NeOJ5txIgRbhszKyuLiRMnUrduXVq2bElK\nSkqhKYoBSpQoQd26dVm5cqXTUX6jVgrn7d69m+HDhzN37lyKFNH6mQQW/RsvIl5njCEhIYG6devy\nyCOPULFiRY/Ot3HjRlasWEFiYqLbeiV37dpF165dAfj888+pUqWKW8b1tpiYGD755BMefvhhp6MA\naqVwWmZmJp07d2bYsGGF6i95Iu6iFWMRcUTlypUZMGAATz75pEePDLPW0r59e2677TYee+yxAo+X\nmZnJhAkTqF+/Po888girV68utEUx8NsGPF85tk2tFM6aMGECISEh9OnTx+koIo7QirGIOGbQoEG8\n+eabLFiwgL/+9a8emePdd9/l+++/58svvyzw8WzffvstXbp0ISQkhPXr13P77be7KaVz/vSnP3Hu\n3Dl27drlEwW+zjF2zldffcVLL73Ehg0bCArSupkEJv2bLyKOKVq0KNOnT6dfv36cOHHC7eOfO3eO\nnj170rx5c2rVqpXvcTIzMxk/fjwNGjTgscceY+XKlX5RFMP/jm3zldMptGLsjLNnzxIbG8uLL77o\n8dYmEV+mwlhEHNWwYUNiYmIYNmyY28ceNWoUJ0+eJDExMd9jfPPNN9x///0sWbKEL7/8kl69evnd\napovFcbafOeM0aNHc9NNN/3WNy8SqPzrd3cRKZTGjRvH/Pnz2bBhg9vGPHHiBC+99BJ9+vTh+uuv\nz/P9GRkZvPjii0RERNClSxeWL1/Obbfd5rZ8vqRZs2asXbuW9PR0p6No850DNmzYwIwZM3j99dc9\n9jZIkcJChbGIOK5MmTKMHz+euLg4MjIy3DLm448/TvHixRkzZkye7/3qq6+oX78+n376KRs3biQ+\nPt7vVokvds0111CjRg1SUlKcjqJWCi9LT08nNjaWSZMmceONNzodR8Rx/vs7vYgUKu3bt+faa69l\n0qRJBR5r165dfPDBB0yaNImiRYu6fN+5c+d44YUXaNKkCXFxcSxdujRg+i19pZ1CrRTe9cwzz1Cz\nZk0effRRp6OI+AQVxiLiEy6cbTxmzBj27dtXoLEeffRRKlasSMeOHV2+Z/v27dStW5c1a9awadMm\nnnjiiYD6z8q+UhirlcJ7Vq9ezbvvvsvUqVOdjiLiM1QYi4jPqFKlCn379qV37975HuOTTz5h27Zt\nvPPOOy4VtufOnWPUqFFERkbSq1cvPvnkEypUqJDv+QurWrVqcfToUX788UdHc6iVwjt+/fVXOnfu\nzMyZM7n22mudjiPiM1QYi4hPGTx4MN9++y0LFy7M873WWjp37kyTJk0IDw/P9fqtW7dSp04d1q9f\nz5YtW+jatWtArRJfLCgoiObNm5OcnOxoDp1j7B0DBgwgMjKSP//5z05HEfEpKoxFxKcUK1aMGTNm\n0Lt3b3799dc83TthwgSOHTvG22+/fcXrzp49y3PPPUfz5s3p378/ixYt4uabby5IbL/gC+0UWjH2\nvMWLF7N8+XImTJjgdBQRn6PCWER8TqNGjWjWrBnPPvusy/ecPn2a4cOHEx8fT9myZS973ebNmwkP\nD2fz5s1s2bKFTp06Bewq8aWaN2/OihUrHC1MtfnOs37++Wfi4uKYM2cOpUqVcjqOiM9RYSwiPmn8\n+PG89dZbbNq0yaXre/bsSXBw8GVXwc6cOcOwYcOIjo5m8ODBfPTRR5QvX96dkQu966+/nttvv511\n69Y5lkGb7zzrySef5JFHHqFx48ZORxHxSUWcDiAikpPrrruOl14m5NP/AAAgAElEQVR6ie7du/PF\nF18QHBwMhw9DYiJs3w4nTkDp0lCjBv+NiWHu3LnMmDGDkJCQP4y1YcMGunTpwu233862bdt0XusV\nXGiniIiIcGR+tVJ4znvvvceWLVvYsmWL01FEfJZWjEXEZ8XGxlKyZEneHzwY2rSBW2+F556DN9+E\njz/O/ueIEYTVrMmiYsV4vGbN391/+vRphg4dykMPPcQzzzzDBx98oKI4F073GauVwjMOHTpE7969\nSUpKonjx4k7HEfFZKoxFxGcZY3grIoKHJ0zALlwIp09n/7hYejrFrKXF6dPQuDFMmwbA+vXrqVWr\nFt999x3bt2+nXbt26iV2Qb169di7dy///e9/HZlfrRTuZ60lLi6OuLg47rvvPqfjiPg0FcYi4rum\nTePGl1/mKsBYe8VLjbWQloYdNIgFUVG0atWKESNGMH/+fMqVK+edvH6gSJEiREZGOnZsm1op3G/O\nnDkcOHCA4cOHOx1FxOepMBYR37RhAwwaBGlpv300BQgHigGdL3ObSUvjzytXsnPePP7v//5Pq8T5\n4GQ7hc4xdq8ffviBv//978ydOzdPr0cXCVQqjEXEN40dC+npv/voJmAY0DWXW0OzsgibPt1Tyfxe\nixYtWLp0KZmZmV6fWyvG7pOVlUWXLl0YNGgQ1atXdzqOSKGgwlhEfM/hw7BkCVzSPtEGaAXk+gJb\na2HxYjhyxEMB/dstt9zCjTfeyMaNG70+tzbfuc/kyZM5e/YsgwYNcjqKSKGhwlhEfE9iYsHHMMY9\n4wQop9optPnOPb799ltGjx7N3Llzs486FBGXqDAWEd+zffsfT5/Iq/R02LHDPXkCUExMjGOFsVaM\nCyYjI4PY2FhGjhzJ7bff7nQckUJFhbGI+J4TJ9wzzvHj7hknAD3wwAN8/fXXHDt2zKvzqpWi4MaN\nG0epUqWIj493OopIoaPCWER8T+nS7hknLMw94wSgYsWK0ahRI5YvX+7VedVKUTBbt25l4sSJzJ49\nm6Ag/REvklf6VSMivqdGDQgN/cPHGcBpIPP8j9PnP8tR8eKgnfgF4kSfsVop8u/MmTPExsby8ssv\nc8sttzgdR6RQUmEsIr6nc+ccPx4NFAdeBP5x/uejLzeGtZcdR1xzoTC2ubxcxZ10jnH+jRgxgsqV\nK9OxY0eno4gUWiqMRcT3XH89xMRknyxxkRGAveTHiJzuNwYefBDKlvVsTj9XuXJlSpQowfbt2702\np1aM8+fzzz8nMTGRGTNm6KU2IgWgwlhEfNPQodntEPlRvHj2/VJg3m6nCA4OxhjjyMtFCqtTp07R\nqVMnpk6dyvXXX+90HJFCTYWxiPimOnXg5ZfhqqvydFuaMRwaNAjCwz0ULLA41WesdgrX/f3vf6de\nvXq0adPG6SgihZ4KYxHxXT16/K84zu0/DxsDV13F9o4dqTVzJps3b/ZORj/XuHFjNm7cyK+//uq1\nOdVO4brly5fz4YcfMnnyZKejiPgFFcYi4tt69IDVq6F16+yTKi5tryhePPvz1q1h9WrqzZ1LQkIC\n0dHRrF271pnMfuTqq6+mXr16rFixwmtz6ixj15w4cYJu3boxa9YsrrnmGqfjiPiFIk4HEBHJVXg4\nLFgAR45kv+Z5x47sl3eEhWUfyda58+822rVu3ZoSJUrQpk0b5s2bR4sWLRyL7g8utFO0bNnSK/Op\nlcI1ffv25c9//jPNmzd3OoqI31BhLCKFR9my8NRTLl0aFRXFBx98QJs2bUhISKBt27YeDue/oqOj\neeihh7DWeuXEA7VS5O7DDz9k7dq1bN261ekoIn5FrRQi4rcaNGjAJ598Qu/evZk7d67TcQqtatWq\nkZGRwXfffeeV+XSW8ZUdOXKE+Ph4EhMTKVGihNNxRPyKVoxFxK/de++9rFixgubNm5Oamkrv3r2d\njlToGGN+a6eoWrWqx+fTivHlWWuJj4+nY8eOPPDAA07HEfE7WjEWEb935513kpKSwqRJkxg9erRX\n3+TmL7x5bJs2313eW2+9xbfffsuoUaOcjiLil1QYi0hAuPXWW0lJSeHdd99l8ODBKo7zKDIykrVr\n15Kenu7xubT5LmcHDhygf//+JCUlERoa6nQcEb+kwlhEAsYNN9zA6tWrWbNmDfHx8Xq7Wh5cc801\n3HPPPaxevdrjc6mV4o+stXTr1o1evXpRq1Ytp+OI+C0VxiISUMqUKcPy5cvZtWsXHTp0UAGWB95q\np1ArxR/NmDGDY8eOMVSvOhfxKBXGIhJwSpYsyeLFizl16hStW7f2SnuAP/BWYaxWit/7/vvvGT58\nOElJSYSEhDgdR8SvqTAWkYAUGhrKggULKFWqFA8++KBXX3lcWN177738/PPP7N2716PzqJXifzIz\nM+ncuTNPP/00d911l9NxRPyeCmMRCVghISHMmzePqlWrEhkZybFjx5yO5NOCgoJo0aIFycnJHp1H\n5xj/z6uvvkpQUBB9+/Z1OopIQFBhLCIBLTg4mGnTptGkSRMaN27MoUOHnI7k07zRTqEV42xff/01\n48aNIzExkaAg/XEt4g36lSYiAc8Yw4svvki7du1o2LAhP/zwg9ORfFbz5s1ZuXKlR1d0tfkOzp07\nR2xsLGPGjKFSpUpOxxEJGCqMRUTILo6ffvpp+vXrR0REBP/+97+djuSTypYtS9WqVfn88889Noc2\n38ELL7xAuXLlePzxx52OIhJQ9EpoEZGL9OrVi1KlStGkSRMWLVqkM2NzcKGdonHjxh4ZP9BbKTZu\n3Mi0adPYsmULxhin44gEFK0Yi4hcIjY2loSEBGJiYli7dq3TcXyOp/uMA7mVIj09ndjYWF577TVu\nuukmp+OIBBwVxiIiOWjdujX/+Mc/aNOmjcdPYShs7rvvPvbt28fBgwc9Mn4gt1IMGzaMu+++m7/9\n7W9ORxEJSCqMRUQuIyoqioULFxIbG8uCBQucjuMzihQpQrNmzVi6dKlHxg/UVorVq1fzzjvvkJCQ\noBYKEYeoMBYRuYL777+f5ORkevfuTWJiotNxfIYn2ykC8RzjX3/9lS5dujBjxgyuu+46p+OIBCwV\nxiIiubjnnntYuXIlzz33HJMmTXI6jk9o0aIFy5YtIzMz0+1jB+KK8aBBg2jSpAkPPfSQ01FEAppL\nhbExJtoY860xZrcxZkgO37/TGLPOGHPGGDPI/TFFRJxVtWpV1qxZw+TJk3n++eex1jodyVHly5en\nfPnybNiwwe1jB9rmuyVLlpCcnMyrr77qdBSRgJdrYWyMCQamAjFANaCdMabaJZf9DPQBXnZ7QhER\nH3HrrbeSkpLC+++/z1NPPRXwxbGn2ikCafPdzz//zBNPPMGcOXMoVaqU03FEAp4rK8b3AbuttXus\ntWeBd4CWF19grT1srd0ABM5f8UUkIN1www2sWrWKtWvX0r17d4+0EhQWniyMA2XFuHfv3rRt25Ym\nTZo4HUVEcK0wLg/856Kv95//TEQkIJUpU4Zly5bx/fff0759+4Ap4i7VoEEDdu7cybFjx9w6bqC0\nUsyfP5+NGzcyduxYp6OIyHle3XxnjIkzxmw0xmw8cuSIN6cWEXGrkiVLsmjRItLS0mjdujXp6elO\nR/K6YsWK0ahRI5YtW+bWcQOhleK///0vvXr1IikpiauuusrpOCJyniuF8QHglou+vvn8Z3lmrZ1p\nrQ231oaXLVs2P0OIiPiM0NBQFixYQOnSpYmJiSE1NdXpSF7niXYKf2+lsNYSFxdHt27dqFu3rtNx\nROQirhTGG4A7jDGVjDFFgb8BH3k2lohI4RASEsK8efO46667aNasmdvbCnzdhcI4KyvLbWP6+znG\niYmJ7Nu3j+eee87pKCJyiVwLY2ttBtALSAZ2Au9Za782xsQbY+IBjDE3GGP2AwOAYcaY/cYYba8V\nkYAQFBREQkICTZo0oVGjRhw6dMjpSF5z2223UapUKbZt2+a2Mf15xfjHH39k8ODBJCUlUbRoUafj\niMglirhykbV2MbD4ks+mX/Tz/5LdYiEiEpCMMYwbN45rrrmGhg0bsmzZMipVquR0LK+4sGp87733\numU8f918l5WVRdeuXRk4cCA1atRwOo6I5EBvvhMRcaOhQ4fSv39/IiIi2Llzp9NxvMLdfcb+uvlu\n6tSppKWlMWiQ3oMl4qtcWjEWERHXPfnkk5QqVYqmTZuyaNEiatWq5XQkj2rUqBGPPvooJ06coHTp\n0gUezx9bKb777jtGjhzJunXrKFJEf/SK+CqtGIuIeEDHjh1JSEggOjqatWvXOh3Ho66++mrq16/P\nihUr3DKev7VSZGRkEBsby4gRI7jjjjucjiMiV6DCWETEQ1q3bs2bb75JmzZtSE5OdjqOR7mzncLf\nWinGjx9PiRIl6Nmzp9NRRCQXKoxFRDwoKiqKhQsXEhsby4IFC5yO4zExMTF88sknWGsLPJY/tVJs\n27aNCRMmMHv2bIKC9EeuiK/Tr1IREQ+7//77SU5Opnfv3iQmJjodxyPuvPNOAP79738XeCx/Ocf4\nzJkzxMbGMn78eCpUqOB0HBFxgXYAiIh4wT333MPKlStp3rw5qamp9OnTx+lIbmWM+a2d4q677irQ\nWP6yYjxy5EgqVqxIp06dnI4iIi7SirGIiJdUrVqVNWvWMHnyZJ5//nm3tB34Enf1GfvD5rt169Yx\ne/ZsZs6ciTHG6Tgi4iIVxiIiXnTrrbeSkpLC+++/z1NPPeVXxXHTpk35/PPPSUtLK9A4hX3zXVpa\nGp06dWLq1KmUK1fO6TgikgcqjEVEvOyGG25g1apVrF27lu7du5OZmel0JLcoXbo0tWrVYvXq1QUa\np7C3UgwZMoT77ruPtm3bOh1FRPJIhbGIiAPKlCnDsmXL+P7772nfvn2hLgQv5o52isLcSvHpp5/y\nwQcfMHnyZKejiEg+qDAWEXFIyZIlWbRoEWlpabRu3Zr09HSnIxWYOwrjwtpKceLECbp27crrr79O\nWFiY03FEJB9UGIuIOCg0NJQFCxZQunRpYmJiSE1NdTpSgdSsWZMTJ06wZ8+efI9RWFsp+vXrR0xM\nDNHR0U5HEZF8UmEsIuKwkJAQ5s2bx1133UVkZCTHjh1zOlK+BQUF0aJFiwK96a8wnmP80UcfsWbN\nGl5++WWno4hIAagwFhHxAUFBQSQkJNC0aVMiIiI4ePCg05HyraDtFCEhIWRkZBSaEzuOHj1KfHw8\niYmJlChRwuk4IlIAKoxFRHyEMYZx48bRoUMHGjZsyN69e52OlC9RUVGsWrUq36u+xhiKFClCRkaG\nm5O5n7WWHj168Nhjj9GwYUOn44hIAakwFhHxMUOHDmXgwIFERETwzTffOB0nz6677jruvPNOPvvs\ns3yPUVg24L399tt88803jB492ukoIuIGKoxFRHxQz549GTt2LJGRkWzatMnpOHnmjnYKX9+Ad/Dg\nQfr160dSUhKhoaFOxxERN1BhLCLiozp06MC0adOIiYkhJSXF6Th5Eh0dzZIlS/J9v6+fZWytpVu3\nbjz55JPUrl3b6Tgi4iYqjEVEfFirVq146623aNu2bYHPB/amOnXqsH//fg4cOJCv+329leL111/n\nyJEjPP30005HERE3UmEsIuLjmjVrxocffkinTp2YP3++03FcUqRIEaKiovJ9bJsvt1Ls2bOHZ555\nhqSkJEJCQpyOIyJupMJYRKQQqF+/PkuXLqVPnz7MmTPH6TguKUifsa+eZZyZmUnnzp0ZMmQI1apV\nczqOiLiZCmMRkUKiZs2arFq1ihEjRjBx4kSn4+SqRYsWLF++PF/HrvnqivGF/9/79evncBIR8YQi\nTgcQERHXValShZSUFJo1a8aJEycYPnw4xhinY+Xopptu4pZbbuHLL7/k/vvvz9O9vrj57ptvvmHs\n2LF88cUXBAcHOx1HRDxAK8YiIoVMhQoVSElJYcGCBQwaNMin3xCX33YKX9t8d+7cOWJjYxk9ejS3\n3Xab03FExENUGIuIFELlypVj1apVfP7558TFxZGZmel0pBwVpDD2pRXjMWPGULZsWeLi4pyOIiIe\npMJYRKSQCgsLY9myZezZs4f27dv71ArrBQ0aNODbb7/lyJEjebrPl1opNm3axNSpU3njjTd8tm1F\nRNxDhbGISCFWokQJFi1aRHp6Oq1btyY9Pd3pSL9TtGhRmjRpwrJly/J0n6+0Upw+fZrY2Fhee+01\nypcv73QcEfEwFcYiIoVcaGgo8+fPJywsjJiYGFJTU52O9Dv5aafwlVaK4cOHU61aNdq1a+d0FBHx\nAhXGIiJ+ICQkhKSkJO666y4iIyM5duyY05F+06JFC5KTk8nKynL5Hl84xzglJYU333yThIQEtVCI\nBAgVxiIifiIoKIiEhAQiIyOJiIjg4MGDTkcCoFKlSoSFhbF161aX73F6xfjkyZN07tyZ6dOnU7Zs\nWcdyiIh3qTAWEfEjxhhefPFFOnbsSMOGDdm7d6/TkYC8t1M4vflu0KBBRERE8PDDDzuWQUS8T4Wx\niIgfGjJkCAMHDiQiIoJvvvnG6Th5Loyd3HyXnJzMkiVLeO211xyZX0Sco8JYRMRP9ezZk7FjxxIZ\nGcmmTZsczdKoUSO2bNnCiRMnXLreqVaK48eP8/jjjzN79mxKly7t9flFxFkqjEVE/FiHDh2YNm0a\nMTExpKSkOJajePHiNGjQgE8//dSl651qpejduzetWrUiMjLS63OLiPNUGIuI+LlWrVrx1ltv0bZt\n23y9hc5d8tJO4UQrxYIFC/jyyy8ZN26cV+cVEd+hwlhEJAA0a9aMDz/8kE6dOvH+++87kuFCYWyt\nzfVab7dS/PTTTzz55JMkJSVx1VVXeW1eEfEtKoxFRAJE/fr1Wbp0KX379mX27Nlen79q1aoEBQWx\nc+fOXK/15jnG1lri4uLo2rUr9erV88qcIuKbijgdQEREvKdmzZqsWrWKqKgoUlNT6devn9fmNsb8\ntmpcrVq1K17rzRXjpKQkfvjhB9577z2vzCcivksrxiIiAaZKlSqkpKSQkJDAyJEjXWptcJfo6GiW\nLFmS63Xe2ny3b98+Bg0aRFJSEsWKFfP4fCLi21QYi4gEoAoVKpCSksI///lPBg4c6LXiuGnTpqxf\nv55Tp05d8TpvbL7Lysqia9eu9O/fn5o1a3p0LhEpHFQYi4gEqHLlyrFq1SrWrVvHE088QWZmpsfn\nLFWqFLVr12bVqlVXvM4brRTTpk3j1KlTDB482KPziEjhocJYRCSAhYWFsWzZMvbu3ctjjz3mlQ1v\nrhzb5ulWil27dvHcc88xd+5cihTRdhsRyabCWEQkwJUoUYJFixZx+vRpWrVqRVpamkfnc6Uw9mQr\nRWZmJp06deLZZ5+lSpUqHplDRAonFcYiIkJoaCjz58+nTJkyxMTEkJqa6rG5atasycmTJ9m9e/dl\nr/FkK8X48eMJDQ2lV69eHhlfRAovFcYiIgJkF6NJSUlUq1aNyMhIjh496pF5jDG0aNGC5OTky17j\nqXOMt2/fziuvvMKcOXMICtIfgSLye/pdQUREfhMUFERCQgLNmjWjUaNGHDx40CPz5NZO4YkV47Nn\nzxIbG8tLL73Erbfe6taxRcQ/qDAWEZHfMcYwduxYOnbsSMOGDdmzZ4/b54iKimL16tWcOXMmx+97\nYvPdqFGjqFChAp07d3bruCLiP7QVV0REcjRkyBBKly5No0aNSE5OzvVtdXlx7bXX8qc//Ym1a9cS\nGRn5h++7e/PdF198wRtvvMHWrVsxxrhtXBHxL1oxFhGRy+rRowdjx46ladOmbNq0ya1jX6mdwp2t\nFGlpacTGxjJ58mRuuOEGt4wpIv5JhbGIiFxRhw4dmDFjBjExMaxZs8Zt416pMHZnK8XQoUOpXbs2\njzzyiFvGExH/pVYKERHJVcuWLSlRogR//etfmTt3LjExMQUeMzw8nEOHDrF//35uvvnm333PXa0U\nK1euZMGCBWzfvr3AY4mI/9OKsYiIuCQyMpIPP/yQzp078/777xd4vODgYKKionI8ts0drRSpqal0\n6dKFmTNnUqZMmQKNJSKBQYWxiIi4rH79+ixdupS+ffsye/bsAo93uXYKd5xj3L9/f5o3b86DDz5Y\noHFEJHColUJERPKkZs2arFq1iqioKFJTU+nXr1++x2revDn9+vUjIyODIkX+90dSQVeM//Wvf7Fy\n5Uq2bduW7zFEJPBoxVhERPKsSpUqpKSkkJCQwMiRI7HW5mucG2+8kYoVK/LFF1/87vOCbL47evQo\n3bt3JzExkZIlS+ZrDBEJTCqMRUQkXypUqEBKSgr//Oc/GThwYL6L45zaKQqy+e7JJ5+kXbt2RERE\n5Ot+EQlcKoxFRCTfypUrx6pVq1i3bh1PPPEEmZmZeR7jcoVxflaM33nnHXbs2MHo0aPzfK+IiApj\nEREpkLCwMJYtW8YPP/zAY489lueV3vr167Nr1y4OHz7822f5aaU4ePAgffv2JSkpieLFi+fpXhER\nUGEsIiJuUKJECT7++GPOnDlDq1atSEtLc/neokWL0qRJE5YtW/bbZ3ltpbDW8vjjjxMfH094eHie\nsouIXKDCWERE3CI0NJT333+fa6+9lujoaFJTU12+Nzo6miVLlvz2dV5bKd544w1++uknhg0blqfM\nIiIXU2EsIiJuExISwty5c7n77rtp2rQpR48edem+Fi1akJycTFZWFpC3c4z37t3L008/TVJSEiEh\nIfnOLiKiwlhERNwqKCiIqVOnEhUVRaNGjThw4ECu91SsWJHrrruOzZs3A9lvxcvKyvqtUL6crKws\nunTpwuDBg/nTn/7klvwiErhUGIuIiNsZYxg7diwdO3akYcOG7NmzJ9d7Lj6dwhjj0ga8iRMnkpmZ\nyYABA9ySW0QCmwpjERHxmCFDhvDUU08RERHB119/fcVrLz22LbcNeDt37mTMmDEkJiYSHBzstswi\nErj0SmgREfGoHj16ULJkSSIjI/n4448ve2pEREQE27Zt4/jx44SFhV1xA15GRgaxsbE8//zzVK5c\n2ZPxRSSAaMVYREQ8rkOHDsyYMYMHH3yQNWvW5HhN8eLFeeCBB/j000+BK59lPHbsWMqUKUP37t09\nlllEAo8KYxER8YqWLVvy9ttv07ZtWxYvXpzjNRe3U1yulWLz5s1MnjyZWbNmYYzxaGYRCSwqjEVE\nxGsiIyP56KOP6NKlC++9994fvh8dHc2GRYuwL73E5F9+oUynTtChA7z0Ehw5wunTp4mNjWXChAnc\nfPPNDvwvEBF/Zqy1jkwcHh5uN27c6MjcIiLirG3bthETE8Pzzz9Pt27dsj/csAE7ZgxnFi6kaLFi\nBJ05878bihcHa9lxyy3MK1+ecStWaLVYRFxmjNlkrc31tZjafCciIl5Xs2ZNVq1aRVRUFKmpqfQP\nDYVBgzDp6YQCXFwUA6SnA1Bt1y7G7d+PmT4devTwem4R8W8qjEVExBFVqlQhJSWFN8LDOfvLLxR1\n4RXQwZBdJA8alP2BimMRcSP1GIuIiGMq/PQTI0+e/ENR3AG4ASgFVAHeuPTGtLTs4lgteSLiRi4V\nxsaYaGPMt8aY3caYITl83xhjJp3//nZjTC33RxUREb8zdizm9Ok/fDwE2AOkAh8Bw4BNl16Ung5j\nx3o6oYgEkFwLY2NMMDAViAGqAe2MMdUuuSwGuOP8jzhgmptzioiIvzl8GJYsgRw2gd8NXHX+5+b8\nj+8vvchaWLwYjhzxaEwRCRyurBjfB+y21u6x1p4F3gFaXnJNSyDJZlsPXGOMudHNWUVExJ8kJl7x\n2z3JLo7vBG4EHszpImNyHUdExFWuFMblgf9c9PX+85/l9RoREZH/2b4dcmijuCAB+BVIAdoAxXK6\nKD0dduzwSDwRCTxe3XxnjIkzxmw0xmw8ov/0JSIS2E6cyPWSYOABsldbLtujd/y4+zKJSEBzpTA+\nANxy0dc3n/8sr9dgrZ1prQ231oaXLVs2r1lFRMSflC7t8qUZ5NBjfEFYmDvSiIi4VBhvAO4wxlQy\nxhQF/kb2JuGLfQTEnj+doh5wwlp7yM1ZRUTEn9SoAaGhf/j4MNmbWU4CmUAy8DYQmdMYxYtD9eoe\nDCkigSTXwthamwH0Ivv3pp3Ae9bar40x8caY+POXLSb7ZJ3dwOtk75kQERG5vM6dc/zYkN02cTMQ\nBgwCXgMezuliay87johIXrn05jtr7WKyi9+LP5t+0c8t8KR7o4mIiF+7/nqIiYGFC393ZFtZYLUr\n9xsDDz4Ias0TETfRm+9ERMQ5Q4dmt0PkR/Hi2feLiLiJCmMREXFOnTrw8stw1VW5X3uxq67Kvi88\n3DO5RCQgudRKISIi4jE9emT/c9Cg7HOJc3gT3m+MyV4pfvnl/90nIuImWjEWERHn9egBq1dD69bZ\nJ1Vc2l5RvHj2561bZ1+nolhEPEArxiIi4hvCw2HBAjhyJPs1zzt2ZL+8Iyws+0i2zp210U5EPEqF\nsYiI+JayZeGpp5xOISIBSK0UIiIiIiKoMBYRERERAVQYi4iIiIgAKoxFRERERAAVxiIiIiIigApj\nERERERFAhbGIiIiICKDCWEREREQEUGEsIiIiIgKoMBYRERERAVQYi4iIiIgAKoxFRERERAAVxiIi\nIiIigApjERERERFAhbGIiIiICKDCWEREREQEUGEsIiIiIgKoMBYRERERAVQYi4iIiIgAKoxFRERE\nRAAVxiIiIiIigApjERERERFAhbGIiIiICKDCWEREREQEUGEsIiIiIgKoMBYRERERAVQYi4iIiIgA\nKoxFRERERAAVxiIiIiIigApjERERERFAhbGIiIiICKDCWEREREQEUGEsIiIiIgKoMBYRERERAVQY\ni4iIiIgAKoxFRERERAAVxiIiIiIigApjERERERFAhbGIiIiICKDCWEREREQEUGEsIiIiIgKoMBYR\nERERAVQYi4iIiIgAKoxFRERERAAVxiIiIiIigApjEREREZxatUAAAAQWSURBVBEAjLXWmYmNOQL8\n6Mjk3nUdcNTpEJIvenaFl55d4aTnVnjp2RVegfLsbrXWls3tIscK40BhjNlorQ13OofknZ5d4aVn\nVzjpuRVeenaFl57d76mVQkREREQEFcYiIiIiIoAKY2+Y6XQAyTc9u8JLz65w0nMrvPTsCi89u4uo\nx1hEREREBK0Yi4iIiIgAKozdxhgTbYz51hiz2xgzJIfvG2PMpPPf326MqeVETvkjF55d+/PPbIcx\n5nNjTE0ncsrv5fbcLrqujjEmwxjzV2/mk8tz5dkZYxobY7YaY742xqz2dkbJmQu/X5Y2xvzLGLPt\n/LPr4kRO+T1jzGxjzGFjzFeX+b5qlPNUGLuBMSYYmArEANWAdsaYapdcFgPccf5HHDDNqyElRy4+\nu71AI2ttdeB51I/lOBef24XrxgFLvZtQLseVZ2eMuQZIAB621v4JeMTrQeUPXPx19yTwjbW2JtAY\neMUYU9SrQSUniUD0Fb6vGuU8FcbucR+w21q7x1p7FngHaHnJNS2BJJttPXCNMeZGbweVP8j12Vlr\nP7fWHj//5XrgZi9nlD9y5dccQG9gAXDYm+Hkilx5do8B/7TW7gOw1ur5+QZXnp0FShpjDFAC+BnI\n8G5MuZS1dg3Zz+JyVKOcp8LYPcoD/7no6/3nP8vrNeJ9eX0u3YAlHk0krsj1uRljygOtCeCVDx/l\nyq+5KkCYMWaVMWaTMSbWa+nkSlx5dlOAu4CDwA6gr7U2yzvxpABUo5xXxOkAIoWFMaYJ2YXxA05n\nEZe8BvzdWpuVvXglhUgRoDYQCRQH1hlj1ltrv3M2lrigBbAVaApUBpYZY1KstanOxhJxjQpj9zgA\n3HLR1zef/yyv14j3ufRcjDE1gDeAGGvtMS9lk8tz5bmFA++cL4qvAx40xmRYaxd6J6JchivPbj9w\nzFp7CjhljFkD1ARUGDvLlWfXBXjRZp8Fu9sYsxe4E/jSOxEln1SjnKdWCvfYANxhjKl0fpPB34CP\nLrnmIyD2/M7PesAJa+0hbweVP8j12RljKgD/BDpqxcpn5PrcrLWVrLUVrbUVgflATxXFPsGV3y8/\nBB4wxhQxxlwF1AV2ejmn/JErz24f2Sv9GGPKAVWBPV5NKfmhGuU8rRi7gbU2wxjTC0gGgoHZ1tqv\njTHx578/HVgMPAjsBtLI/lu1OMzFZ/cscC2QcH71McNaG+5UZnH5uYkPcuXZWWt3GmM+AbYDWcAb\n1tocj5kS73Hx193zQKIxZgdgyG5nOupYaAHAGPM22aeEXGeM2Q88B4SAapRL6c13IiIiIiKolUJE\nREREBFBhLCIiIiICqDAWEREREQFUGIuIiIiIACqMRUREREQAFcYiIiIiIoAKYxERERERQIWxiIiI\niAgA/w9DTlaBjiYkyQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10cf562e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 12))\n",
    "nx.draw_networkx(graph)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2-cliques: #27, [{0, 6}, {0, 1}, {0, 4}] ...\n",
      "3-cliques: #31, [{8, 2, 3}, {8, 1, 7}, {0, 8, 2}] ...\n",
      "4-cliques: #13, [{0, 8, 4, 6}, {0, 1, 4, 8}, {8, 9, 2, 3}] ...\n",
      "5-cliques: #2, [{0, 2, 4, 8, 9}, {0, 2, 4, 6, 8}] ...\n"
     ]
    }
   ],
   "source": [
    "print_cliques(graph)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## graph #3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "nodes, edges = 100, 1000\n",
    "graph = nx.Graph()\n",
    "graph.add_nodes_from(range(nodes))\n",
    "graph.add_edges_from(np.random.randint(0, nodes, (edges, 2)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2-cliques: #914, [{0, 58}, {0, 1}, {0, 90}] ...\n",
      "3-cliques: #1126, [{33, 26, 34}, {4, 31, 84}, {88, 64, 31}] ...\n",
      "4-cliques: #142, [{18, 3, 76, 85}, {27, 28, 77, 55}, {44, 37, 60, 92}] ...\n"
     ]
    }
   ],
   "source": [
    "print_cliques(graph)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
